Analysis

The analysis includes:

• Testing hypothesis that diversity can increase performance;
• That increase is conditional on performance difference between individuals;
• That diversity correlates with higher jumps and more exploration of dense neighborhoods, in general;
• That this is what induces performance gains.

Imports and initialization

import glob
from animal_game.agents import Agent
import itertools
import pandas as pd
import seaborn as sns
from matplotlib import pyplot as plt
import numpy as np
from multiprocessing import Pool

Define parameters, find logfiles.

date = '21_08_20'
models_path = 'animal_game/models'
log_path = 'animal_game/logs'
analyses_path = 'animal_game/analyses'

fs = glob.glob(f'{log_path}/{date}/individual/*')
pair_fs = glob.glob(f'{log_path}/{date}/pairs/*')

Define functions for aggregation of individual logfiles

_jumps = lambda x: np.nanmean(abs(x - x.shift(1)))

individual_metric_dict = {'turn': 'max',
                          'threshold': 'first',
                          'agent': 'first',
                          'init_seed': 'first',
                          'prob0': ['mean', _jumps],
                          'ndens0': 'mean',
                          'ndens_current0': 'mean',
                          'response': 'last'}
pair_metric_dict = {'turn':'max', 
                    'log_id': 'first',
                    'agent_0': 'first',
                    'agent_1': 'first',
                    'threshold':'first',
                    'init_seed': 'first',
                    'prob0': ['mean', _jumps], 
                    'prob1': ['mean', _jumps],
                    'jump_speaker': 'mean',
                    'jump_listener': 'mean',
                    'jump_difference': ['mean', lambda x: np.mean(abs(x))],
                    'ndens0': 'mean',
                    'ndens1': 'mean',
                    'ndens_current0': 'mean',
                    'ndens_current1':'mean',
                    'response': 'last'}

individual_metric_names = ['iter', 'performance', 'threshold', 
                           'agent_name', 'init_seed', 
                           'mean_jump', 'mean_jump_differential',
                           'mean_neighborhood_density',
                           'mean_neighborhood_density_current',
                           'last_response']
pair_metric_names = ['iter', 'performance', 'pair',
                     'agent_0', 'agent_1',
                     'threshold', 'init_seed',
                     'mean_jump_0', 'mean_jump_differential_0',
                     'mean_jump_1', 'mean_jump_differential_1',
                     'mean_jump_speaker', 'mean_jump_listener',
                     'mean_jump_difference', 'mean_jump_difference_absolute',
                     'mean_neighborhood_density_0', 
                     'mean_neighborhood_density_1',
                     'mean_neighborhood_density_current_0', 
                     'mean_neighborhood_density_current_1', 
                     'last_response']

Get individual metrics

def _compute_individual_aggs(f):
    log = pd.read_csv(f)
    ind_agg = log.groupby('iter').agg(individual_metric_dict).reset_index()
    ind_agg.columns = individual_metric_names
    ind_agg['noise_level'] = ind_agg['agent_name'].str.split('_').str[1].astype(float)
    return ind_agg

pool = Pool(20)
results = pool.map(_compute_individual_aggs, fs)
pool.close()

for idx, ind_agg in enumerate(results):
    if idx == 0:
        ind_aggs = ind_agg.copy()
    else:
        ind_aggs = pd.concat([ind_aggs, ind_agg], 
                              ignore_index=True)

ind_aggs.to_csv(f'{analyses_path}/{date}/individual.tsv', sep='\t', index=False)

Get pair metrics

def _compute_pair_aggs(f):
    log = pd.read_csv(f)
    log['agent_0'] = log['log_id'].str.split('_').str[:3].str.join('_').iloc[0]
    log['agent_1'] = log['log_id'].str.split('_').str[3:].str.join('_').iloc[0]
    log['agent_speaking'] = np.where(log['agent']==log['agent_0'], 
                                     'agent_0', 
                                     'agent_1')
    log['jump_speaker'] = np.where(log['agent_speaking']=='agent_0', 
                                   log['prob0'], 
                                   log['prob1'])
    log['jump_listener'] = np.where(log['agent_speaking']=='agent_0', 
                                    log['prob1'], 
                                    log['prob0'])
    log['jump_difference'] = log['jump_listener'] - log['jump_speaker']
    pair_agg = log.groupby('iter').agg(pair_metric_dict).reset_index()
    pair_agg.columns = pair_metric_names
    pair_agg['noise_level'] = pair_agg['agent_0'].str.split('_').str[1].astype(float)
    return pair_agg

pool = Pool(20)
results = pool.map(_compute_pair_aggs, pair_fs)
pool.close()

for idx, pair_agg in enumerate(results):
    if idx == 0:
        pair_aggs = pair_agg
    else:
        pair_aggs = pd.concat([pair_aggs, 
                               pair_agg], ignore_index=True)

pair_aggs.to_csv(f'{analyses_path}/{date}/pair.tsv', sep='\t', index=False)

Merge performance

ind_aggs = pd.read_csv(f'{analyses_path}/{date}/individual.tsv', sep='\t')
pair_aggs = pd.read_csv(f'{analyses_path}/{date}/pair.tsv', sep='\t')
ind_aggs.drop(['iter', 'threshold'], axis=1, inplace=True)
pair_aggs.drop(['iter', 'threshold'], axis=1, inplace=True)

rename_agent_0 = {'performance_x': 'performance_pair',
                  'performance_y': 'performance_a0',
                  'mean_neighborhood_density': 'neighborhood_density_a0',
                  'mean_neighborhood_density_current': 'neighborhood_density_current_a0_individual',
                  'noise_level_y': 'noise_level_a0',
                  'mean_jump': 'mean_jump_a0',
                  'mean_jump_differential': 'mean_jump_differential_a0_individual',
                  'last_response_x': 'last_response_pair',
                  'last_response_y': 'last_response_a0'}
rename_agent_1 = {'performance': 'performance_a1',
                  'mean_neighborhood_density': 'neighborhood_density_a1_individual',
                  'mean_neighborhood_density_current': 'neighborhood_density_current_a1_individual',
                  'mean_jump': 'mean_jump_a1',
                  'mean_jump_differential': 'mean_jump_differential_a1_individual',
                  'last_response': 'last_response_a1',
                  'noise_level': 'noise_level_a1'}

def _merge_individual(pdf, idf, agent_nr):
    pdf = pdf.merge(idf, 
                    right_on=['agent_name', 'init_seed'],
                    left_on=[f'agent_{agent_nr}', 'init_seed']).drop(['agent_name'], axis=1)
    if agent_nr == '0':
        pdf.drop('noise_level_x', axis=1, inplace=True)
        pdf = pdf.rename(rename_agent_0, axis=1)
    else:
        pdf.drop('noise_level', axis=1, inplace=True)
        pdf = pdf.rename(rename_agent_1, axis=1)
    return pdf

pair_aggs = _merge_individual(pair_aggs, ind_aggs, '0')
pair_aggs = _merge_individual(pair_aggs, ind_aggs, '1')

pair_aggs['performance_best'] = np.where(pair_aggs['performance_a1'] > pair_aggs['performance_a0'], 
                                         pair_aggs['performance_a1'],
                                         pair_aggs['performance_a0'])
pair_aggs['performance_difference_individuals'] = abs(pair_aggs['performance_a1'] - pair_aggs['performance_a0'])
pair_aggs['is_gain'] = (pair_aggs['performance_pair'] > pair_aggs['performance_best']).astype(int)
pair_aggs['amount_gain'] = pair_aggs['performance_pair'] - pair_aggs['performance_best']

Get diversity metadata

pair_meta = pd.read_csv(f'{models_path}/{date}/sampled_pairs.tsv', 
                        sep='\t', index_col=0)[['distance', 'fname_1', 'fname_2']]
pair_meta['pair'] = pair_meta['fname_1'].str.strip('.tsv') + '_' + pair_meta['fname_2'].str.strip('.tsv')
pair_meta = pair_meta[['distance', 'pair']]
pair_meta = pair_meta.rename({'distance': 'diversity'}, axis=1)
pair_aggs = pair_aggs.merge(pair_meta, on='pair')

pair_aggs.to_csv(f'{analyses_path}/{date}/processed_complete.tsv', sep='\t', index=False)

Effect of diversity on gain

pair_aggs['pos_gain'] = np.where(pair_aggs['amount_gain']>0, pair_aggs['amount_gain'], 0)
pair_aggs['mean_jump_best_individual'] = np.where(pair_aggs['performance_best']==pair_aggs['performance_a0'],
                                                  pair_aggs['mean_jump_a0'], pair_aggs['mean_jump_a1'])
pair_aggs['mean_jump_best_pair'] = np.where(pair_aggs['performance_best']==pair_aggs['performance_a0'],
                                                  pair_aggs['mean_jump_0'], pair_aggs['mean_jump_1'])
pair_aggs['pair_ind_jump_difference'] = pair_aggs['mean_jump_speaker'] - pair_aggs['mean_jump_best_individual']
pair_aggs['pair_ind_ndens_difference'] = - pair_aggs['neighborhood_density_a0'] + pair_aggs['mean_neighborhood_density_0']
pair_aggs['best_agent'] = np.where(pair_aggs['performance_best']==pair_aggs['performance_a0'],
                                   pair_aggs['agent_0'], pair_aggs['agent_1'])

ag = pair_aggs.groupby('pair').agg({'pos_gain': 'mean', 
                                    'is_gain': ['mean', lambda x: np.std(x)],
                                    'amount_gain': ['mean', lambda x: np.std(x)],
                                    'diversity':'first', 
                                    'noise_level_a0': 'mean',
                                    'performance_difference_individuals': 'mean',
                                    'performance_best': 'mean',
                                    'performance_pair': ['mean', 'std'],
                                    'mean_jump_difference_absolute': 'mean',
                                    'mean_jump_speaker': 'mean',
                                    'mean_jump_listener': 'mean'}).reset_index()
names = ['pair', 'pos_gain', 'is_gain_mean', 'is_gain_std',
         'amount_gain_mean', 'amount_gain_std',
         'diversity', 'noise_level_a0',
         'performance_difference_individuals', 
         'performance_best', 'performance_pair_mean', 'performance_pair_std',
         'mean_jump_difference_absolute',
         'mean_jump_speaker', 'mean_jump_listener']
ag.columns = names

Performance by diversity

fig, ax = plt.subplots(figsize=(15,5))
plt.errorbar(data=ag,
             x='diversity', 
             y='amount_gain_mean',
             yerr='amount_gain_std',
             fmt='o',
             ecolor='lightgray',
             ms=2,
             capsize=.5, 
             elinewidth=.2)
plt.xlabel('pair diversity')
plt.ylabel('mean gain')
plt.show()

fig, ax = plt.subplots(figsize=(15,5))
plt.scatter(data=ag,
             x='diversity', 
             y='is_gain_mean', 
             marker='s', s=2)
             #yerr='is_gain_std',
             #fmt='o',
             #ms=2)
             #capsize=.5, 
             #elinewidth=.2)
plt.xlabel('pair diversity')
plt.ylabel('proportion trials with collective gain')
plt.show()

Trial-by-trial performance, by noise level

pair_aggs['noise_level_recoded'] = (pair_aggs['noise_level_a0'] + 1).astype(int)
f = sns.displot(data=pair_aggs, 
                x='performance_pair', col='noise_level_recoded',  
                col_wrap=5)
f.set_titles("Diversity level: {col_name}")

<seaborn.axisgrid.FacetGrid at 0x7f9be542dd30>

Aggregate performance, by noise level

fig, ax = plt.subplots(figsize=(15,5))
plt.errorbar(data=ag,
             x='diversity', 
             y='performance_pair_mean',
             yerr='performance_pair_std',
             fmt='o',
             ecolor='lightgray',
             ms=2,
             capsize=.5, 
             elinewidth=.2)
plt.xlabel('pair diversity')
plt.ylabel('pair performance')
plt.show()

Reminder of variables we do have:

• performance_pair: actual performance;
• pair: pair id;
• agent_0, agent_1: agent ids;
• init_seed: starting word;
• mean_jump_0: mean jump of agent 0 in the pair condition;
• mean_jump_differential_0: metric of alternation between high and low jumps for agent 0 in pair condition;
• mean_jump_speaker: mean jump for speaker in pair condition;
• mean_jump_listener: mean jump for the listener in pair condition;
• mean_jump_difference: mean of jump for the listener - jump for the speaker;
• mean_jump_difference_absolute: same as above but absolute;
• mean_neighborhood_density_0: mean neighborhood density for named animal in agent 0's space;
• mean_neighborhood_density_current_0: same as above, but updated as animals are named;
• performance_a0: performance of agent 0 in the individual condition;
• mean_jump_a0: mean jump of agent 0 in individual condition;
• mean_jump_differential_a0_individual: mean jump differential for agent 0 in individual condition;
• neighborhood_density_a0: neighborhood density for named animals for agent 0 in individual condition;
• neighborhood_density_current_a0: same but updated as animals are named;
• performance_best: performance of the best agent in individual conditions;
• performance_difference_individuals: performance difference between agents in the individual condition;
• is_gain: is performance of the pair higher than that of the best individual?
• amount_gain: pair performance - best individual performance;
• diversity: diversity between agents;
• pos_gain: amount of gain if there is a gain.

Aggregate performance ~ diversity

fig, ax = plt.subplots(figsize=(15,5))
sns.scatterplot(data=ag,
                x='diversity', 
                y='performance_pair_mean',
                hue='is_gain_mean', 
                palette='vlag', 
                marker='s')
plt.legend(title='% trials with gain')
plt.xlabel('pair diversity')
plt.ylabel('pair performance')
plt.show()

Mean jump ~ diversity

fig, ax = plt.subplots(figsize=(15,5))
sns.scatterplot(data=ag,
                x='diversity', 
                y='mean_jump_speaker',
                hue='is_gain_mean', 
                palette='vlag', 
                marker='s')
plt.legend(title='% trials with gain')
plt.xlabel('pair diversity')
plt.ylabel('mean jump')
plt.ylim(0.0095,0.0103)
plt.show()

Gain as a function of difference in individual performance (trial-level analysis)

f = sns.relplot(data=pair_aggs,
                x='performance_difference_individuals', 
                y='pos_gain',
                col='noise_level_recoded', 
                col_wrap=5, 
                height=1.8, aspect=1.2, 
                marker='x', 
                color='grey')
f.set_axis_labels('performance difference', 'gain')
f.set_titles("Noise level: {col_name}")
plt.suptitle('Gain ~ Difference in individual performance', y=1.03, fontsize=16)
plt.show()

f = sns.relplot(data=pair_aggs,
                x='performance_difference_individuals', 
                y='pos_gain',
                col='noise_level_recoded', 
                col_wrap=5, 
                height=1.8, aspect=1.2, 
                marker='x', 
                color='grey', 
                hue='performance_best', 
                palette='vlag')
f.set_axis_labels('performance difference', 'gain')
f.set_titles('Noise level: {col_name}')
f._legend.set_title('performance best individual')
f._legend.set_bbox_to_anchor([1.06, 0.5]) 
plt.suptitle('Gain ~ Difference in individual performance', y=1.03, fontsize=16)
plt.show()

Gain as a function of jump length (trial-level analysis)

fig, ax = plt.subplots(nrows=4, ncols=5, figsize=(15,10))
idxs = itertools.product(range(4), range(5))
for p, i in zip(sorted(pair_aggs.noise_level_recoded.unique().tolist()), idxs):
    data = pair_aggs[pair_aggs['noise_level_recoded']==p].copy()
    ax[i].vlines([0], 0, 150, linestyles='dashed', colors='red', alpha=.6)
    sns.scatterplot(data=data,
                    x='pair_ind_jump_difference', # or jump? or alternation? 
                    y='pos_gain',
                    marker='x', 
                    color='grey', 
                    ax=ax[i], legend=False)
    ax[i].set_xlim(-0.0025, 0.0025)
    ax[i].set_title(f'Noise level {p}')
    ax[i].set_xlabel('')
    ax[i].set_ylabel('')
plt.suptitle('Gain ~ Difference in mean jump size between pair and individual condition', y=1.03, fontsize=16)
plt.tight_layout()
plt.show()

Relationship between jump length and "neighborhoods" visited (trial-level)

fig, ax = plt.subplots(nrows=4, ncols=5, figsize=(15,10))
idxs = itertools.product(range(4), range(5))
for p, i in zip(sorted(pair_aggs.noise_level_recoded.unique().tolist()), idxs):
    data = pair_aggs[pair_aggs['noise_level_recoded']==p].copy()
    sns.scatterplot(data=data,
                    x='mean_jump_0', 
                    y='mean_neighborhood_density_0',
                    palette='vlag',
                    hue='performance_pair',
                    marker='x', 
                    ax=ax[i], legend=False)
    ax[i].set_xlim(0.008, 0.014)
    ax[i].set_title(f'Diversity level {p}')
    ax[i].set_xlabel('jump size')
    ax[i].set_ylabel('density')
plt.suptitle('neighborhood density ~ jump', y=1.03, fontsize=16)
plt.tight_layout()
plt.show()

Jump ~ neighborhood density in individual condition

fig, ax = plt.subplots(nrows=4, ncols=5, figsize=(15,10))
idxs = itertools.product(range(4), range(5))
for p, i in zip(sorted(ind_aggs.noise_level.unique().tolist()), idxs):
    data = ind_aggs[ind_aggs['noise_level']==p].copy()
    sns.scatterplot(data=data,
                    x='mean_jump', 
                    y='mean_neighborhood_density',
                    palette='vlag',
                    hue='performance',
                    marker='x', 
                    ax=ax[i], legend=False)
    ax[i].set_xlim(0.009, 0.012)
    ax[i].set_title(f'Noise level {p}')
    ax[i].set_xlabel('jump size')
    ax[i].set_ylabel('density')
plt.suptitle('neighborhood density ~ jump', y=1.03, fontsize=16)
plt.tight_layout()
plt.show()

Plot jump distribution for trials where there is gain

fig, ax = plt.subplots(nrows=20, ncols=5, figsize=(23,40))
for bidx, b in enumerate(sorted(pair_aggs['noise_level_recoded'].unique().tolist())):
    data = pair_aggs[(pair_aggs['noise_level_recoded']==b) & (pair_aggs['amount_gain']<100) \
                     & (pair_aggs['amount_gain']>-100)]
    bests = data[['pair', 'amount_gain', 'best_agent', 'init_seed']].sort_values('amount_gain').tail(n=5)
    pairs_best = bests.pair.tolist()
    pairs_best_agent = bests.best_agent.tolist()
    pairs_best_seed = bests.init_seed.tolist()
    pairs_best_gain = bests.amount_gain.tolist()
    pbs = list(zip(pairs_best, pairs_best_agent, pairs_best_seed, pairs_best_gain))
    for idx, p in enumerate(pbs):
        pair = p[0]+'_2_0.01179.txt'
        agent = p[1]+'_1_0.01179.txt'
        seed = p[2]
        idf = pd.read_csv(f'{log_path}/{date}/individual/{agent}')
        sns.kdeplot(x=idf[idf['init_seed']==seed].prob0, 
                     color=sns.color_palette('vlag')[0], 
                     label='best_agent', 
                     ax=ax[(bidx, idx)], 
                    fill=True)
        pdf = pd.read_csv(f'{log_path}/{date}/pairs/{pair}')
        sns.kdeplot(x=pdf[pdf['init_seed']==seed].prob0, 
                     color=sns.color_palette('vlag')[-1], 
                     label='pair', 
                     ax=ax[(bidx, idx)],
                    fill=True)
        ax[(bidx, idx)].set_title(f'Noise level: {b}, gain: {p[3]}')
        if idx != 0:
            ax[(bidx, idx)].set_ylabel('')
        if idx == 4:
            ax[(bidx, idx)].legend(loc='upper right')
        if bidx != 19:
            ax[(bidx, idx)].set_xlabel('')
        else:
            ax[(bidx, idx)].set_xlabel('jump length')
        ax[(bidx, idx)].set_xlim(0.005, 0.018)
plt.tight_layout()
plt.show()

/home/roberta/venvs/dl_test/lib/python3.8/site-packages/seaborn/distributions.py:306: UserWarning: Dataset has 0 variance; skipping density estimate.
  warnings.warn(msg, UserWarning)
/home/roberta/venvs/dl_test/lib/python3.8/site-packages/seaborn/distributions.py:306: UserWarning: Dataset has 0 variance; skipping density estimate.
  warnings.warn(msg, UserWarning)
/home/roberta/venvs/dl_test/lib/python3.8/site-packages/seaborn/distributions.py:306: UserWarning: Dataset has 0 variance; skipping density estimate.
  warnings.warn(msg, UserWarning)
/home/roberta/venvs/dl_test/lib/python3.8/site-packages/seaborn/distributions.py:306: UserWarning: Dataset has 0 variance; skipping density estimate.
  warnings.warn(msg, UserWarning)
/home/roberta/venvs/dl_test/lib/python3.8/site-packages/seaborn/distributions.py:306: UserWarning: Dataset has 0 variance; skipping density estimate.
  warnings.warn(msg, UserWarning)
/home/roberta/venvs/dl_test/lib/python3.8/site-packages/seaborn/distributions.py:306: UserWarning: Dataset has 0 variance; skipping density estimate.
  warnings.warn(msg, UserWarning)
/home/roberta/venvs/dl_test/lib/python3.8/site-packages/seaborn/distributions.py:306: UserWarning: Dataset has 0 variance; skipping density estimate.
  warnings.warn(msg, UserWarning)
/home/roberta/venvs/dl_test/lib/python3.8/site-packages/seaborn/distributions.py:306: UserWarning: Dataset has 0 variance; skipping density estimate.
  warnings.warn(msg, UserWarning)
/home/roberta/venvs/dl_test/lib/python3.8/site-packages/seaborn/distributions.py:306: UserWarning: Dataset has 0 variance; skipping density estimate.
  warnings.warn(msg, UserWarning)
/home/roberta/venvs/dl_test/lib/python3.8/site-packages/seaborn/distributions.py:306: UserWarning: Dataset has 0 variance; skipping density estimate.
  warnings.warn(msg, UserWarning)

Visualize some examples

for bidx, b in enumerate(sorted(pair_aggs['noise_level_recoded'].unique().tolist())):
    data = pair_aggs[pair_aggs['noise_level_recoded']==b]
    print(f'\033[1m\033[34mNoise level: {b}\033[0m')
    sampled = data.sample(n=3, random_state=0)
    pairs_best = sampled.pair.tolist()
    pairs_best_agent = sampled.best_agent.tolist()
    pairs_best_seed = sampled.init_seed.tolist()
    pairs_best_gain = sampled.amount_gain.tolist()
    pbs = list(zip(pairs_best, pairs_best_agent, pairs_best_seed, pairs_best_gain))
    for idx, p in enumerate(pbs):
        pair = p[0]+'_2_0.01179.txt'
        agent = p[1]+'_1_0.01179.txt'
        seed = p[2]
        idf = pd.read_csv(f'{log_path}/{date}/individual/{agent}')
        ilist = idf[idf['init_seed']==seed].response.tolist()
        pdf = pd.read_csv(f'{log_path}/{date}/pairs/{pair}')
        plist = pdf[pdf['init_seed']==seed].response.tolist()
        print('\033[1mIndividual\033[0m: ' + f'\033[1m\033[31m{seed}\033[0m, ' + ', '.join(ilist[:20]))
        print('\033[1mPair\033[0m: ' + f'\033[1m\033[31m{seed}\033[0m, ' + ', '.join(plist[:20]) + '\n')

Noise level: 1
Individual: goat, cow, pig, chicken, duck, goose, pheasant, deer, elk, antelope, bison, black_bear, grizzly_bear, polar_bear, killer_whale, sperm_whale, blue_whale, fin_whale, whale, dolphin, shark
Pair: goat, cow, pig, chicken, duck, goose, pheasant, deer, elk, antelope, bison, black_bear, grizzly_bear, polar_bear, killer_whale, sperm_whale, blue_whale, fin_whale, whale, dolphin, shark

Individual: grasshopper, beetle, cockroach, harvestman, millipede, saurian, anteater, armadillo, alligator, crocodile, shark, dolphin, whale, blue_whale, sperm_whale, fin_whale, killer_whale, polar_bear, grizzly_bear, black_bear, tapir
Pair: grasshopper, beetle, cockroach, harvestman, millipede, saurian, anteater, armadillo, alligator, crocodile, shark, dolphin, whale, blue_whale, sperm_whale, fin_whale, killer_whale, polar_bear, grizzly_bear, black_bear, tapir

Individual: mongoose, gerbil, sea_snake, coral_snake, diamondback_rattlesnake, cottonmouth, copperhead, rattlesnake, snake, lizard, toad, frog, salamander, turtle, tortoise, elephant, rhinoceros, giraffe, baboon, hyena, polecat
Pair: mongoose, gerbil, sea_snake, coral_snake, diamondback_rattlesnake, cottonmouth, copperhead, rattlesnake, snake, lizard, toad, frog, salamander, turtle, tortoise, elephant, rhinoceros, giraffe, baboon, hyena, polecat

Noise level: 2
Individual: goat, cow, pig, sheep, reindeer, polar_bear, grizzly_bear, black_bear, tapir, caiman, sea_snake, coral_snake, sawfish, squid, cuttlefish, octopus, shark, dolphin, whale, killer_whale, sperm_whale
Pair: goat, pig, cow, chicken, duck, goose, pheasant, deer, elk, antelope, bison, black_bear, grizzly_bear, polar_bear, fin_whale, blue_whale, sperm_whale, killer_whale, whale, dolphin, shark

Individual: grasshopper, beetle, cockroach, harvestman, millipede, saurian, anteater, armadillo, alligator, crocodile, shark, dolphin, whale, sperm_whale, blue_whale, killer_whale, fin_whale, polar_bear, grizzly_bear, black_bear, tapir
Pair: grasshopper, beetle, cockroach, harvestman, millipede, saurian, anteater, armadillo, alligator, crocodile, shark, dolphin, whale, sperm_whale, fin_whale, killer_whale, blue_whale, halibut, plaice, lobster, crab

Individual: mongoose, gerbil, coral_snake, sea_snake, diamondback_rattlesnake, cottonmouth, copperhead, rattlesnake, snake, lizard, toad, frog, salamander, turtle, tortoise, elephant, rhinoceros, giraffe, baboon, hyena, polecat
Pair: mongoose, gerbil, coral_snake, sea_snake, diamondback_rattlesnake, cottonmouth, copperhead, rattlesnake, snake, lizard, toad, frog, salamander, turtle, tortoise, elephant, rhinoceros, giraffe, baboon, hyena, polecat

Noise level: 3
Individual: goat, sheep, chicken, pig, cow, reindeer, grizzly_bear, polar_bear, black_bear, tapir, caiman, sea_snake, coral_snake, sawfish, squid, cuttlefish, octopus, shark, whale, dolphin, killer_whale
Pair: goat, sheep, chicken, pig, cow, reindeer, grizzly_bear, polar_bear, black_bear, tapir, caiman, sea_snake, coral_snake, sawfish, squid, cuttlefish, octopus, shark, killer_whale, fin_whale, whale

Individual: grasshopper, beetle, cockroach, harvestman, millipede, saurian, anteater, armadillo, alligator, crocodile, shark, blue_whale, dolphin, fin_whale, killer_whale, sperm_whale, whale, grizzly_bear, polar_bear, black_bear, tapir
Pair: grasshopper, beetle, cockroach, harvestman, millipede, saurian, anteater, armadillo, alligator, crocodile, shark, blue_whale, dolphin, fin_whale, killer_whale, sperm_whale, plaice, halibut, crab, lobster, prawn

Individual: mongoose, gerbil, coral_snake, sea_snake, diamondback_rattlesnake, cottonmouth, copperhead, lizard, rattlesnake, snake, toad, frog, salamander, tortoise, turtle, elephant, rhinoceros, giraffe, baboon, hyena, polecat
Pair: mongoose, gerbil, coral_snake, sea_snake, diamondback_rattlesnake, cottonmouth, copperhead, lizard, snake, rattlesnake, toad, frog, salamander, tortoise, turtle, elephant, rhinoceros, giraffe, baboon, hyena, polecat

Noise level: 4
Individual: goat, sheep, rat, pekingese, reindeer, black_bear, polar_bear, grizzly_bear, tapir, caiman, sea_snake, lizard, sawfish, octopus, starfish, squid, shark, blue_whale, dolphin, fin_whale, killer_whale
Pair: goat, sheep, mouse, rabbit, rat, pekingese, chicken, dachshund, cow, duck, goose, pheasant, antelope, beaver, elk, otter, deer, bison, polar_bear, black_bear, grizzly_bear

Individual: grasshopper, beetle, cockroach, harvestman, millipede, saurian, armadillo, anteater, crocodile, alligator, shark, killer_whale, sperm_whale, fin_whale, dolphin, blue_whale, whale, black_bear, polar_bear, grizzly_bear, tapir
Pair: grasshopper, beetle, cockroach, harvestman, millipede, saurian, armadillo, anteater, crocodile, alligator, shark, killer_whale, sperm_whale, fin_whale, whale, blue_whale, dolphin, plaice, salmon, crab, starfish

Individual: mongoose, gerbil, diamondback_rattlesnake, snake, coral_snake, copperhead, cottonmouth, lizard, frog, rattlesnake, toad, sea_snake, salamander, tortoise, turtle, lion, elephant, giraffe, hyena, chimpanzee, polecat
Pair: mongoose, gerbil, toad, sea_snake, diamondback_rattlesnake, snake, lizard, frog, rattlesnake, gecko, chameleon, scorpion, tarantula, spider, ant, wasp, dragonfly, butterfly, swallowtail, red_admiral, aphid

Noise level: 5
Individual: goat, poodle, chimpanzee, sheep, duck, goose, pheasant, antelope, beaver, elk, tapir, dolphin, bison, sea_cow, killer_whale, grizzly_bear, halibut, polar_bear, shark, sea_lion, alligator
Pair: goat, poodle, squirrel, chicken, cow, dachshund, rat, dog, pekingese, hyena, zebra, baboon, cat, coyote, rhinoceros, mouse, parakeet, parrot, pheasant, antelope, beaver

Individual: grasshopper, beetle, millipede, harvestman, cockroach, saurian, armadillo, anteater, jellyfish, alligator, sperm_whale, polar_bear, crocodile, octopus, salmon, whale, sea_cow, black_bear, dolphin, tapir, bison
Pair: grasshopper, beetle, harvestman, cockroach, millipede, snake, gecko, scorpion, tarantula, turtle, crab, cuttlefish, alligator, jellyfish, dolphin, black_bear, polar_bear, crocodile, sea_lion, diamondback_rattlesnake, sawfish

Individual: mongoose, gerbil, sawfish, rattlesnake, coral_snake, copperhead, cottonmouth, frog, scorpion, gecko, salamander, tortoise, sea_snake, tarantula, turtle, rat, giraffe, zebra, rhinoceros, elephant, polecat
Pair: mongoose, gerbil, sawfish, rattlesnake, toad, gecko, salamander, tortoise, frog, scorpion, tarantula, turtle, crab, cuttlefish, alligator, jellyfish, dolphin, black_bear, polar_bear, crocodile, sea_lion

Noise level: 6
Individual: goat, weasel, scorpion, dog, deer, duck, reindeer, otter, moose, turtle, antelope, pig, rhinoceros, killer_whale, black_bear, stingray, gorilla, whale, monkey, cuttlefish, polar_bear
Pair: goat, weasel, black_bear, stingray, sawfish, gorilla, chameleon, coral_snake, barbel, cottonmouth, snake, dachshund, tarantula, cockroach, guinea_pig, toad, aphid, centipede, scorpion, dog, salamander

Individual: grasshopper, aphid, parrot, millipede, saurian, centipede, armadillo, anteater, carp, diamondback_rattlesnake, stingray, sea_lion, grizzly_bear, shrimp, plaice, fin_whale, sea_cow, wolf, deer, cow, polecat
Pair: grasshopper, aphid, centipede, saurian, hyena, plaice, caiman, toad, kangaroo, dingo, koala, sea_snake, cottonmouth, coral_snake, diamondback_rattlesnake, carp, halibut, dog, elephant, gorilla, dachshund

Individual: mongoose, gerbil, weasel, sea_snake, koala, coral_snake, cottonmouth, monkey, ant, panda, caiman, toad, salamander, iguana, salmon, lion, zebra, dachshund, frog, hamster, baboon
Pair: mongoose, gerbil, oyster, snake, ant, monkey, rat, rooster, elephant, gorilla, dachshund, frog, okapi, pig, leopard, tiger, parakeet, lion, baboon, hamster, cow

Noise level: 7
Individual: goat, cottonmouth, cow, hawk, panther, eagle, chicken, guinea_pig, centipede, chipmunk, cat, baboon, perch, pony, deer, walrus, dog, diamondback_rattlesnake, bison, iguana, gerbil
Pair: goat, cottonmouth, sparrow, cuckoo, parakeet, sea_snake, tortoise, tapir, cuttlefish, barbel, eel, mink, chicken, guinea_pig, snake, toucan, tiger, beetle, rhinoceros, shell, anteater

Individual: grasshopper, spider, hyena, beetle, termite, diamondback_rattlesnake, aphid, sawfish, platypus, killer_whale, barbel, shell, squid, harvestman, iguana, woodpecker, armadillo, hamster, bear, marmot, sea_cow
Pair: grasshopper, spider, jellyfish, iguana, cottonmouth, mole, sea_snake, leopard, dragonfly, swallowtail, platypus, killer_whale, raven, llama, red_panda, squirrel, eagle, sparrow, nightingale, tarantula, lemur

Individual: mongoose, crab, chameleon, termite, cat, copperhead, shark, barbel, sperm_whale, hamster, sawfish, rattlesnake, slug, eagle, squirrel, cottonmouth, tarantula, lemur, barracuda, chipmunk, kangaroo
Pair: mongoose, armadillo, hawk, piranha, catfish, perch, salmon, sea_lion, alligator, tapir, raven, llama, red_panda, leopard, dragonfly, swallowtail, platypus, killer_whale, ladybug, squirrel, eagle

Noise level: 8
Individual: goat, starfish, mink, toad, ant, kiwi, bonobo, red_panda, hedgehog, rabbit, cottonmouth, bear, jackdaw, lynx, flamingo, sawfish, sea_lion, butterfly, coral_snake, oyster, falcon
Pair: goat, swan, dog, raven, fin_whale, bear, cottonmouth, shell, elephant, silkworm, harvestman, sea_cow, piranha, marmot, shrimp, monkey, starfish, goldfish, dragonfly, chipmunk, donkey

Individual: grasshopper, snail, bison, swallowtail, harvestman, aphid, ladybug, nightingale, pony, plaice, scorpion, grizzly_bear, gull, salmon, lynx, tortoise, sparrow, wolf, sperm_whale, killer_whale, diamondback_rattlesnake
Pair: grasshopper, snail, panther, crab, hyena, squirrel, dingo, black_bear, lion, snake, coral_snake, pheasant, eagle, pig, grizzly_bear, gull, swallow, wasp, dolphin, reindeer, red_panda

Individual: mongoose, coral_snake, dove, snake, weasel, piranha, llama, crab, hyena, prawn, rooster, sawfish, pig, grizzly_bear, cockroach, jaguar, giraffe, frog, armadillo, cod, tortoise
Pair: mongoose, dolphin, elk, falcon, trout, perch, dingo, black_bear, lion, snake, coral_snake, pheasant, eagle, pig, grizzly_bear, gull, swallow, wasp, caterpillar, finch, squirrel

Noise level: 9
Individual: goat, diamondback_rattlesnake, bonobo, lynx, clown_fish, okapi, wolf, crab, polecat, owl, panther, fly, bee, lion, goose, starfish, pheasant, centipede, vulture, mongoose, haddock
Pair: goat, diamondback_rattlesnake, panther, fly, eagle, prawn, octopus, tapir, bengal_tiger, frog, sparrow, barracuda, panda, salmon, centipede, pheasant, scorpion, turtle, chipmunk, jellyfish, penguin

Individual: grasshopper, kangaroo, oyster, armadillo, flea, rattlesnake, toad, earthworm, moth, wombat, tit, chameleon, rabbit, duck, tarantula, ant, carp, sea_cow, mole, scallop, squid
Pair: grasshopper, kangaroo, catfish, hamster, gorilla, prawn, frogspawn, spider, black_bear, dragonfly, fin_whale, raven, mink, cuttlefish, coyote, silkworm, ladybug, lobster, alligator, leopard, poodle

Individual: mongoose, wolf, nightingale, leopard, poodle, hyena, chameleon, lobster, alligator, prawn, frogspawn, diamondback_rattlesnake, donkey, llama, piranha, elk, louse, pheasant, guinea_pig, wren, weasel
Pair: mongoose, elk, louse, barbel, bear, swallowtail, mink, cuttlefish, coyote, silkworm, ladybug, lobster, alligator, leopard, poodle, raven, ant, tarantula, tapir, sloth, shell

Noise level: 10
Individual: scallop, lion, bear, leopard, sidewinder, pike, cockroach, halibut, otter, gerbil, pelican, jackdaw, owl, peacock, blue_whale, termite, dingo, saurian, deer, elk, chicken
Pair: scallop, polar_bear, squid, tit, bumblebee, yak, round_worm, kestrel, polecat, barbel, mole, lynx, guinea_pig, walrus, louse, wolf, fin_whale, puma, perch, seal, dingo

Individual: deer, bee, hamster, poodle, salmon, shell, mammoth, tapir, butterfly, bat, barbel, bullock, cow, millipede, finch, prairie_dog, newt, lobster, walrus, polecat, fin_whale
Pair: deer, bee, shark, moth, beaver, baboon, iguana, dragonfly, dog, lynx, porcupine, seal, fly, penguin, moose, prairie_dog, giraffe, marmot, walrus, lobster, rabbit

Individual: lemur, newt, chipmunk, alligator, centipede, hedgehog, shell, carp, cow, cod, rat, hamster, octopus, coral_snake, nightingale, rattlesnake, saurian, flamingo, bear, sawfish, boa
Pair: lemur, nuthatch, red_admiral, copperhead, leopard, puma, weasel, dove, dragonfly, ladybug, crocodile, emu, tit, gecko, baboon, mouse, gazelle, cockroach, gerbil, camel, ostrich

Noise level: 11
Individual: python, sea_snake, bison, eel, dove, rabbit, nightingale, iguana, sea_lion, jaguar, tapir, gadfly, cod, chameleon, jackdaw, parakeet, midge, peacock, chipmunk, blindworm, mallard
Pair: python, sea_snake, porcupine, slug, hare, hawk, caiman, scallop

Individual: rhinoceros, giraffe, dingo, sea_cow, crow, bat, prairie_dog, shrimp, snake, blackbird, buffalo, snail, flamingo, mallard, kestrel, bonobo, scorpion, cuttlefish, lion, centipede, fly
Pair: rhinoceros, giraffe, tit, elk, stork, barbel, pheasant, millipede, skunk, albatross

Individual: panda, salmon, rat, weasel, haddock, kangaroo, bonobo, sea_lion, porcupine, beetle, cow, toad, llama, beaver, tortoise, pigeon, bumblebee, yak, millipede, python, flea
Pair: panda, platypus, donkey, badger, weasel, vulture, rabbit, red_panda, aphid, scorpion, stork, copperhead, falcon, bonobo, sea_lion, mammoth, oyster, sperm_whale

Noise level: 12
Individual: sperm_whale, sheep, saurian, kiwi, crocodile, koala, frog, gibbon, falcon, louse, toad, carp, snake, trout, barbel, polecat, anteater, pheasant, sidewinder, caterpillar, mallard
Pair: sperm_whale, platypus, shark, leopard, goldfish, perch, gibbon, moose, hawk, lobster, tit, falcon, louse, swift, mink, plaice, crow, fox, sea_snake, spider, ray

Individual: sparrow, cottonmouth, lion, falcon, earthworm, hamster, tapir, bear, polecat, oyster, butterfly, cat, barbel, ladybug, lizard, bison, gazelle, millipede, vulture, sheep, cod
Pair: sparrow, sawfish, toucan, badger, swallow, dachshund, cockroach, bumblebee, stork, tortoise, barbel, dingo, coral_snake, buffalo, hare, stingray, scorpion, carp, rhinoceros, scallop, rattlesnake

Individual: shark, pig, salamander, reindeer, mongoose, owl, prairie_dog, bonobo, mammoth, silkworm, killer_whale, coral_snake, llama, crab, flea, nightingale, walrus, rabbit, bengal_tiger, saurian, kiwi
Pair: shark, pelican, turtle, barbel, polecat, fly, marmot, round_worm, mammoth, reindeer, mongoose, walrus, nightingale, rat, elephant, panda, trout, bengal_tiger, rabbit, skunk, squirrel

Noise level: 13
Individual: elephant, gorilla, grasshopper, lobster, jay, deer, rooster, sea_snake, swallowtail, pekingese, canary, chimpanzee, dachshund, armadillo, vulture, dog, snail, badger, marmot, alligator, octopus
Pair: elephant, gorilla, koala, panther, piranha, sea_lion, midge, horse, lizard, sparrow, penguin, goldfish, dog, vulture, spider, cockroach, antelope, flamingo, nuthatch, coral_snake, moose

Individual: ostrich, goldfish, leopard, stork, polecat, ladybug, lizard, piranha, butterfly, eagle, coral_snake, albatross, turtle, elk, wolf, scallop, whale, diamondback_rattlesnake, goat, gazelle, guinea_pig
Pair: ostrich, centipede, snake, armadillo, stingray, beaver, jellyfish, skunk, python, coral_snake, albatross, spider, tapir, carp, raven, fox, leopard, diamondback_rattlesnake, whale, tit, tortoise

Individual: biddy, sea_cow, alligator, horse, bat, squid, parrot, swallow, chicken, red_admiral, dog, slug, dingo, coyote, toucan, eel, fin_whale, lion, gorilla, grasshopper, dachshund
Pair: biddy, sea_cow, buffalo, prawn, beaver, cow, falcon, barracuda, butterfly, seal, slug, dog, bison, chimpanzee, elephant, canary, otter, haddock, pig, gibbon, badger

Noise level: 14
Individual: wasp, fly, gibbon, salmon, camel, dolphin, plaice, ostrich, python, flamingo, otter, shell, grasshopper, sheep, cow, lizard, louse, wombat, whale, toad, skunk
Pair: wasp, fly, frogspawn, shrimp, dove, llama, bear, piranha, beaver, grizzly_bear, swift, owl, newt, mink, horse, bee, lizard, louse, bengal_tiger, giraffe, otter

Individual: swallowtail, wasp, ray, lizard, ant, mongoose, peacock, prawn, beetle, grasshopper, sidewinder, dachshund, deer, scallop, salamander, tapir, piranha, gorilla, sawfish, anteater, mandril
Pair: swallowtail, wasp, bat, plaice, flea, grasshopper, slug, stork, black_bear, wren, mongoose, ant, vulture, sperm_whale, tit, zebra, nightingale, caiman, mouse, reindeer, bullock

Individual: poodle, skunk, spider, crow, vulture, ant, swallow, zebra, nightingale, ostrich, diamondback_rattlesnake, python, pony, peacock, anteater, fly, mandril, boa, millipede, iguana, butterfly
Pair: poodle, skunk, jellyfish, gerbil, pekingese, falcon, weasel, round_worm, saurian, otter, peacock, pony, zebra, nightingale, lizard, tit, chameleon, flea, bumblebee, cottonmouth, hyena

Noise level: 15
Individual: haddock, millipede, sheep, pigeon, cow, hamster, prairie_dog, yak, mammoth, barbel, kiwi, red_panda, toucan, dolphin, lizard, octopus, wasp, pekingese, dragonfly, gazelle, rat
Pair: haddock, fox, sloth, lemming, swan, python, monkey, ant, finch, crab, bonobo, lizard, octopus, flea, perch, turtle, anteater, turkey, lemur, baboon, poodle

Individual: constrictor_snake, gorilla, grizzly_bear, aphid, starfish, anteater, albatross, chicken, lemming, alligator, lynx, dachshund, finch, otter, eel, ladybug, bison, tit, emu, mandril, woodpecker
Pair: constrictor_snake, gorilla, anteater, albatross, fin_whale, ladybug

Individual: catfish, rooster, mole, sparrow, toucan, robin, pig, coyote, cuttlefish, bullock, panda, salamander, antelope, grizzly_bear, snake, sea_lion, pheasant, cockroach, goldfish, eel, mink
Pair: catfish, rooster, chimpanzee, dolphin, pony, polecat, octopus, oyster, anteater, boa, pheasant, cockroach, barracuda, centipede, eagle, sea_snake, perch, flamingo, rhinoceros, ant, swallow

Noise level: 16
Individual: alligator, beetle, red_admiral, sparrow, tarantula, grizzly_bear, cockroach, llama, fly, whale, porcupine, lizard, platypus, killer_whale, moth, ostrich, bear, cottonmouth, pigeon, grasshopper, flea
Pair: alligator, diamondback_rattlesnake, horse, crow, starfish, aphid, tiger, mole, toad, iguana, nuthatch, whale, fly, crocodile, duck, sheep

Individual: skunk, clown_fish, sidewinder, mink, carp, bee, frogspawn, baboon, dove, ant, flea, biddy, alligator, robin, sloth, tortoise, panda, tit, black_bear, ostrich, gazelle
Pair: skunk, clown_fish, nightingale, giraffe, eel, mouse, rat, blindworm, sperm_whale, octopus, donkey, beetle, baboon, dove, sea_snake, elk, flamingo, eagle, sparrow, grizzly_bear, gecko

Individual: pigeon, red_admiral, shrimp, elephant, iguana, silkworm, kiwi, blue_whale, antelope, haddock, rabbit, mongoose, albatross, jaguar, lemur, oyster, termite, dachshund, dove, dragonfly, donkey
Pair: pigeon, plaice, wren, guinea_pig, prairie_dog, ostrich, panda, tortoise, iguana, walrus, chameleon, pig, moth, monkey, robin, sloth

Noise level: 17
Individual: millipede, rat, penguin, pelican, earthworm, boa, sloth, canary, gadfly, beaver, nuthatch, caiman, cottonmouth, goose, butterfly, salamander, snake, caterpillar, turkey, swallow, blindworm
Pair: millipede, rat, red_admiral, constrictor_snake, caiman, cottonmouth, lemur

Individual: chimpanzee, wren, turtle, swallow, rabbit, mouse, ant, prairie_dog, wolf, catfish, caiman, constrictor_snake, baboon, sheep, frog, sidewinder, leopard, penguin, okapi, dingo, sloth
Pair: chimpanzee, wren, mammoth

Individual: beaver, dragonfly, robin, mongoose, gazelle, carp, midge, crocodile, tortoise, lizard, mallard, wren, rabbit, turtle, biddy, hawk, sea_cow, ostrich, raven, penguin, gull
Pair: beaver, dragonfly, whale, mongoose, jay, yak, wren, rabbit, boa, monkey, pekingese, swan, okapi, gull, marmot, polar_bear, frog, chimpanzee, stork, toucan, ray

Noise level: 18
Individual: alligator, otter, rattlesnake, rhinoceros, squirrel, cuckoo, eel, stork, woodpecker, swallowtail, gull, swallow, coral_snake, moose, bear, perch, parrot, chipmunk, nightingale, cockroach, newt
Pair: alligator, otter, sperm_whale, blindworm, midge, haddock, anteater, salamander, starfish, coral_snake, cuttlefish, salmon, peacock, walrus, pony, albatross, nuthatch, dove, blue_whale, goat, mink

Individual: snail, louse, frog, kiwi, ray, parrot, ostrich, plaice, caiman, seal, pike, pigeon, kestrel, red_panda, raven, nymph, gazelle, bonobo, crow, marmot, goose
Pair: snail, louse, shrimp, sawfish

Individual: porcupine, canary, cod, dachshund, coyote, nightingale, gecko, parrot, shell, scorpion, coral_snake, wasp, moose, boa, marmot, gorilla, swallowtail, mink, baboon, slug, tortoise
Pair: porcupine, canary, armadillo, elk, marmot, gorilla, poodle, frog, hyena, racoon, lobster, dachshund, diamondback_rattlesnake, red_panda, barbel

Noise level: 19
Individual: beetle, squirrel, earthworm, canary, chimpanzee, mammoth, armadillo, yak, cockroach, elephant, eagle, llama, cottonmouth, termite, ant, swallowtail, gadfly, racoon, butterfly, nymph, bengal_tiger
Pair: beetle, ostrich, aphid, cuckoo, cod, red_admiral, earthworm, carp, woodpecker, pony, sloth, flea, mink, sidewinder, clown_fish, okapi, fox, yak, cockroach, crow, zebra

Individual: perch, mole, pike, mouse, tiger, armadillo, nuthatch, giraffe, toad, anteater, aphid, newt, pekingese, cottonmouth, walrus, halibut, starfish, bear, lemming, whale, falcon
Pair: perch, mole, dragonfly, antelope, spider, cow, mammoth, wasp, gecko, elk, coyote, round_worm, stingray, robin, frog, sloth, plaice, coral_snake, otter, rat

Individual: stork, rattlesnake, turtle, pony, eel, mole, dragonfly, mule, buffalo, ladybug, flamingo, nightingale, horse, dingo, weasel, anteater, otter, grasshopper, caiman, mallard, parrot
Pair: stork, donkey, silkworm, rattlesnake, turtle, snail, horse, iguana, deer, dog, newt, seal, trout, leopard, rabbit, clown_fish, cottonmouth, lobster, swallow, bullock, toucan

Noise level: 20
Individual: flamingo, pelican, lizard, mandril, gazelle, dog, diamondback_rattlesnake, millipede, python, swallow, vulture, eel, racoon, whale, trout, jackdaw, parrot, skunk, silkworm, gull, crow
Pair: flamingo, dachshund, red_admiral, buffalo, jaguar, lynx, salamander, haddock, dove, duck, goat, shrimp, racoon, bengal_tiger, rhinoceros, wren, bee, boa, seal, frog, gazelle

Individual: platypus, crocodile, rat, rabbit, sidewinder, hamster, bat, buffalo, halibut, owl, lemur, okapi, eagle, gull, sparrow, tortoise, aphid, baboon, sea_cow, ant, boa
Pair: platypus, crocodile, eagle, okapi, lynx, toad, deer, guinea_pig, anteater, saurian, louse, earthworm, llama, chipmunk, rabbit, rat, fin_whale, antelope, cod, elk, raven

Individual: plaice, salamander, reindeer, mink, fox, walrus, chipmunk, emu, prawn, stork, caiman, round_worm, hamster, shell, diamondback_rattlesnake, finch, wasp, yak, mole, duck, badger
Pair: plaice, cottonmouth, vulture, toucan, termite, harvestman, mallard, goose, centipede, black_bear, mouse, sperm_whale, bison, polar_bear, cockroach, carp, grizzly_bear, chipmunk, walrus, camel, poodle

Print sample sequences where pairs do better

for bidx, b in enumerate(sorted(pair_aggs['noise_level_recoded'].unique().tolist())):
    data = pair_aggs[pair_aggs['noise_level_recoded']==b]
    print(f'\033[1m\033[34mNoise level: {b}\033[0m')
    sampled = data[data['amount_gain']>0].sample(2).sort_values('amount_gain')
    pairs_best = sampled.pair.tolist()
    pairs_best_agent = sampled.best_agent.tolist()
    pairs_best_seed = sampled.init_seed.tolist()
    pairs_best_gain = sampled.amount_gain.tolist()
    pbs = list(zip(pairs_best, pairs_best_agent, pairs_best_seed, pairs_best_gain))
    for idx, p in enumerate(pbs):
        print(f'\033[1mAmount gain: {p[3]}\033[0m')
        pair = p[0]+'_2_0.01179.txt'
        agent = p[1]+'_1_0.01179.txt'
        seed = p[2]
        idf = pd.read_csv(f'{log_path}/{date}/individual/{agent}')
        ilist = idf[idf['init_seed']==seed].response.tolist()
        pdf = pd.read_csv(f'{log_path}/{date}/pairs/{pair}')
        plist = pdf[pdf['init_seed']==seed].response.tolist()
        print('\033[1mIndividual\033[0m: ' + f'\033[1m\033[31m{seed}\033[0m, ' + ', '.join(ilist))
        print('\033[1mPair\033[0m: ' + f'\033[1m\033[31m{seed}\033[0m, ' + ', '.join(plist) + '\n')

Noise level: 1
Amount gain: 28
Individual: blue_whale, sperm_whale, killer_whale, fin_whale, whale, dolphin, shark, squid, cuttlefish, sawfish, sea_snake, coral_snake, diamondback_rattlesnake, cottonmouth, copperhead, rattlesnake, snake, lizard, toad, frog, salamander, turtle, tortoise, elephant, rhinoceros, giraffe, baboon, hyena, polecat, weasel, rabbit, dog, cat, poodle, dachshund, pekingese, hamster, guinea_pig, chimpanzee, bonobo, okapi, gazelle, leopard, tiger, lion, eagle, hawk, sparrow, parrot, parakeet, pheasant, deer, elk, antelope, bison, black_bear, grizzly_bear, polar_bear, red_panda, bengal_tiger, gorilla, monkey, rat, mouse, squirrel, porcupine, owl, wolf, coyote, beaver, otter, trout, salmon, halibut, plaice, lobster, crab, prawn, shrimp, oyster, scallop, shell, snail, slug, starfish, jellyfish, octopus, anteater, armadillo, alligator, crocodile, platypus, koala, wombat, dingo, kangaroo, kiwi
Pair: blue_whale, sperm_whale, fin_whale, whale, dolphin, killer_whale, polar_bear, grizzly_bear, black_bear, tapir, caiman, coral_snake, sea_snake, sawfish, cuttlefish, squid, octopus, shark, crocodile, alligator, turtle, tortoise, elephant, rhinoceros, giraffe, baboon, hyena, polecat, weasel, rabbit, dog, cat, poodle, dachshund, pekingese, hamster, guinea_pig, chimpanzee, bonobo, okapi, gazelle, leopard, tiger, lion, eagle, hawk, sparrow, parrot, parakeet, pheasant, deer, elk, antelope, bison, mammoth, saurian, millipede, harvestman, cockroach, tarantula, scorpion, snake, rattlesnake, cottonmouth, copperhead, diamondback_rattlesnake, jackdaw, raven, wolf, coyote, squirrel, rat, mouse, monkey, pig, goat, cow, sheep, reindeer, walrus, halibut, plaice, lobster, crab, prawn, shrimp, oyster, scallop, shell, snail, slug, starfish, jellyfish, goldfish, clown_fish, stingray, barracuda, piranha, centipede, spider, ant, wasp, dragonfly, butterfly, swallowtail, red_admiral, aphid, beetle, moth, caterpillar, grasshopper, cuckoo, nightingale, dove, pigeon, goose, duck, chicken, ostrich, platypus, koala, wombat, dingo, kangaroo, kiwi

Amount gain: 28
Individual: sea_cow, sperm_whale, fin_whale, killer_whale, blue_whale, whale, dolphin, shark, squid, cuttlefish, sawfish, sea_snake, coral_snake, diamondback_rattlesnake, cottonmouth, copperhead, rattlesnake, snake, lizard, toad, frog, salamander, turtle, tortoise, elephant, rhinoceros, giraffe, baboon, hyena, polecat, weasel, rabbit, dog, cat, poodle, dachshund, pekingese, hamster, guinea_pig, chimpanzee, bonobo, okapi, gazelle, leopard, tiger, lion, eagle, hawk, sparrow, parrot, parakeet, pheasant, deer, elk, antelope, bison, black_bear, grizzly_bear, polar_bear, red_panda, bengal_tiger, gorilla, monkey, rat, mouse, squirrel, porcupine, owl, wolf, coyote, beaver, otter, trout, salmon, halibut, plaice, lobster, crab, prawn, shrimp, oyster, scallop, shell, snail, slug, starfish, jellyfish, octopus, anteater, armadillo, alligator, crocodile, platypus, koala, wombat, dingo, kangaroo, kiwi
Pair: sea_cow, sperm_whale, blue_whale, fin_whale, whale, dolphin, killer_whale, polar_bear, grizzly_bear, black_bear, tapir, caiman, coral_snake, sea_snake, sawfish, cuttlefish, squid, octopus, shark, crocodile, alligator, turtle, tortoise, elephant, rhinoceros, giraffe, baboon, hyena, polecat, weasel, rabbit, dog, cat, poodle, dachshund, pekingese, hamster, guinea_pig, chimpanzee, bonobo, okapi, gazelle, leopard, tiger, lion, eagle, hawk, sparrow, parrot, parakeet, pheasant, deer, elk, antelope, bison, mammoth, saurian, millipede, harvestman, cockroach, tarantula, scorpion, snake, rattlesnake, cottonmouth, copperhead, diamondback_rattlesnake, jackdaw, raven, wolf, coyote, squirrel, rat, mouse, monkey, pig, goat, cow, sheep, reindeer, walrus, halibut, plaice, lobster, crab, prawn, shrimp, oyster, scallop, shell, snail, slug, starfish, jellyfish, goldfish, clown_fish, stingray, barracuda, piranha, centipede, spider, ant, wasp, dragonfly, butterfly, swallowtail, red_admiral, aphid, beetle, moth, caterpillar, grasshopper, cuckoo, nightingale, dove, pigeon, goose, duck, chicken, ostrich, platypus, koala, wombat, dingo, kangaroo, kiwi

Noise level: 2
Amount gain: 2
Individual: constrictor_snake, sea_snake, coral_snake, sawfish, squid, cuttlefish, octopus, shark, dolphin, whale, fin_whale, sperm_whale, killer_whale, blue_whale, polar_bear, grizzly_bear, black_bear, tapir, caiman, iguana, lizard, snake, rattlesnake, cottonmouth, copperhead, diamondback_rattlesnake, jackdaw, polecat, hyena, baboon, chimpanzee, bonobo, giraffe, okapi, rhinoceros, elephant, lion, leopard, tiger, monkey, dog, rabbit, poodle, dachshund, pekingese, hamster, guinea_pig, rat, mouse, cat, goat, cow, pig, sheep, reindeer, deer, elk, antelope, bison, mammoth, saurian, millipede, harvestman, cockroach, tarantula, scorpion, spider, ant, wasp, dragonfly, butterfly, swallowtail, red_admiral, aphid, beetle, moth, caterpillar, grasshopper, cuckoo, nightingale, sparrow, hawk, eagle, falcon, jaguar, puma, gazelle, camel, horse, mule, llama, ostrich, parrot, parakeet, pheasant, goose, duck, chicken, lobster, crab, prawn, shrimp, oyster, scallop, halibut, plaice, barbel, catfish, eel, alligator, crocodile, turtle, tortoise, toad, frog, salamander, anteater, armadillo, squirrel, red_panda, bengal_tiger, gorilla, panda, koala, wombat, dingo, platypus, kangaroo, kiwi
Pair: constrictor_snake, sea_snake, coral_snake, sawfish, squid, cuttlefish, octopus, shark, dolphin, whale, killer_whale, sperm_whale, fin_whale, blue_whale, halibut, plaice, lobster, crab, prawn, shrimp, oyster, scallop, shell, snail, slug, starfish, jellyfish, goldfish, rabbit, dog, cow, pig, goat, chicken, duck, goose, pheasant, deer, elk, antelope, bison, black_bear, grizzly_bear, polar_bear, red_panda, bengal_tiger, elephant, rhinoceros, giraffe, baboon, hyena, polecat, weasel, cat, poodle, dachshund, pekingese, hamster, guinea_pig, chimpanzee, bonobo, okapi, gazelle, leopard, tiger, lion, eagle, hawk, sparrow, parrot, parakeet, woodpecker, squirrel, rat, mouse, monkey, gorilla, crocodile, alligator, turtle, tortoise, snake, rattlesnake, cottonmouth, copperhead, diamondback_rattlesnake, jackdaw, raven, wolf, coyote, beaver, otter, trout, salmon, carp, catfish, eel, lizard, toad, frog, salamander, anteater, armadillo, tapir, caiman, iguana, gecko, chameleon, tarantula, scorpion, spider, ant, wasp, dragonfly, butterfly, swallowtail, red_admiral, aphid, beetle, cockroach, harvestman, millipede, saurian, sea_cow, sea_lion, platypus, koala, wombat, dingo, kangaroo, kiwi

Amount gain: 17
Individual: pelican, flamingo, dolphin, whale, blue_whale, killer_whale, sperm_whale, fin_whale, polar_bear, grizzly_bear, black_bear, tapir, caiman, sea_snake, coral_snake, sawfish, squid, cuttlefish, octopus, shark, crocodile, alligator, turtle, tortoise, elephant, rhinoceros, giraffe, baboon, hyena, polecat, weasel, dog, rabbit, cat, poodle, dachshund, pekingese, hamster, guinea_pig, chimpanzee, bonobo, okapi, gazelle, leopard, tiger, lion, eagle, hawk, sparrow, parrot, parakeet, pheasant, deer, elk, antelope, bison, mammoth, saurian, millipede, harvestman, cockroach, tarantula, scorpion, snake, rattlesnake, cottonmouth, copperhead, diamondback_rattlesnake, jackdaw, raven, wolf, coyote, squirrel, rat, mouse, monkey, goat, cow, pig, sheep, reindeer, walrus, halibut, plaice, lobster, crab, prawn, shrimp, oyster, scallop, shell, snail, slug, starfish, jellyfish, goldfish, clown_fish, stingray, barracuda, piranha, centipede, spider, ant, wasp, dragonfly, butterfly, swallowtail, red_admiral, aphid, beetle, moth, caterpillar, grasshopper, cuckoo, nightingale, dove, pigeon, goose, duck, chicken, ostrich, platypus, koala, wombat, dingo, kangaroo, kiwi
Pair: pelican, flamingo, dolphin, whale, killer_whale, sperm_whale, fin_whale, blue_whale, polar_bear, grizzly_bear, black_bear, tapir, caiman, sea_snake, coral_snake, sawfish, squid, cuttlefish, octopus, shark, crocodile, alligator, turtle, tortoise, elephant, rhinoceros, giraffe, baboon, hyena, polecat, weasel, dog, rabbit, cat, poodle, dachshund, pekingese, hamster, guinea_pig, chimpanzee, bonobo, okapi, gazelle, leopard, tiger, lion, eagle, hawk, sparrow, parrot, parakeet, pheasant, deer, elk, antelope, bison, mammoth, saurian, millipede, harvestman, cockroach, tarantula, scorpion, snake, rattlesnake, cottonmouth, copperhead, diamondback_rattlesnake, jackdaw, raven, wolf, coyote, squirrel, rat, mouse, monkey, cow, pig, goat, chicken, duck, goose, pigeon, dove, cuckoo, nightingale, wren, finch, badger, beaver, otter, trout, salmon, halibut, plaice, lobster, crab, prawn, shrimp, oyster, scallop, shell, snail, slug, starfish, jellyfish, goldfish, clown_fish, stingray, barracuda, piranha, centipede, spider, ant, wasp, dragonfly, butterfly, swallowtail, red_admiral, aphid, beetle, moth, caterpillar, grasshopper, toad, frog, salamander, lizard, gecko, chameleon, gorilla, panda, red_panda, bengal_tiger, sloth, anteater, armadillo, toucan, platypus, koala, wombat, dingo, kangaroo, kiwi

Noise level: 3
Amount gain: 2
Individual: scallop, oyster, shrimp, prawn, crab, lobster, tortoise, turtle, elephant, rhinoceros, giraffe, baboon, hyena, polecat, weasel, dog, rabbit, poodle, cat, dachshund, pekingese, hamster, guinea_pig, chimpanzee, bonobo, okapi, gazelle, leopard, tiger, lion, eagle, hawk, sparrow, parrot, parakeet, pheasant, deer, elk, antelope, bison, black_bear, polar_bear, grizzly_bear, blue_whale, sperm_whale, whale, fin_whale, dolphin, killer_whale, shark, cuttlefish, squid, sawfish, coral_snake, sea_snake, diamondback_rattlesnake, cottonmouth, copperhead, lizard, rattlesnake, snake, toad, frog, salamander, anteater, armadillo, alligator, crocodile, platypus, koala, wombat, dingo, kangaroo, squirrel, rat, mouse, monkey, sheep, chicken, goat, pig, reindeer, walrus, plaice, halibut, barbel, catfish, eel, octopus, jellyfish, starfish, harvestman, millipede, saurian, sea_cow, sea_lion, tapir, caiman, iguana, gecko, chameleon, tarantula, scorpion, spider, ant, wasp, dragonfly, butterfly, swallowtail, red_admiral, aphid, beetle, cockroach, louse, termite, centipede, piranha, stingray, barracuda, sidewinder
Pair: scallop, oyster, shrimp, prawn, crab, lobster, tortoise, turtle, elephant, rhinoceros, giraffe, baboon, hyena, polecat, weasel, dog, pekingese, cat, chicken, goat, sheep, cow, duck, goose, pheasant, deer, elk, antelope, bison, black_bear, polar_bear, grizzly_bear, sperm_whale, whale, killer_whale, dolphin, fin_whale, blue_whale, cuttlefish, squid, sawfish, coral_snake, sea_snake, diamondback_rattlesnake, cottonmouth, copperhead, snake, rattlesnake, lizard, alligator, crocodile, shark, stingray, barracuda, scorpion, tarantula, cockroach, harvestman, millipede, saurian, anteater, armadillo, tapir, caiman, iguana, parrot, parakeet, woodpecker, squirrel, rat, mouse, rabbit, dachshund, poodle, hamster, guinea_pig, chimpanzee, bonobo, okapi, gazelle, leopard, tiger, lion, eagle, hawk, sparrow, finch, wren, nightingale, cuckoo, stork, vulture, chameleon, octopus, jellyfish, starfish, dragonfly, butterfly, swallowtail, red_admiral, aphid, beetle, wasp, ant, spider, centipede, piranha, panther, monkey, gorilla, panda, red_panda, bengal_tiger, sloth, sea_cow, sea_lion, platypus, koala, wombat, dingo, kangaroo, kiwi

Amount gain: 4
Individual: sawfish, squid, cuttlefish, octopus, shark, sperm_whale, whale, blue_whale, dolphin, fin_whale, killer_whale, grizzly_bear, polar_bear, black_bear, tapir, caiman, sea_snake, coral_snake, rattlesnake, lizard, cottonmouth, copperhead, diamondback_rattlesnake, jackdaw, polecat, hyena, baboon, chimpanzee, bonobo, giraffe, okapi, rhinoceros, elephant, lion, leopard, tiger, monkey, dog, poodle, rabbit, dachshund, pekingese, hamster, guinea_pig, rat, mouse, cat, cow, goat, sheep, chicken, reindeer, deer, elk, antelope, bison, mammoth, saurian, millipede, harvestman, cockroach, tarantula, scorpion, spider, ant, wasp, dragonfly, butterfly, swallowtail, red_admiral, aphid, beetle, moth, caterpillar, grasshopper, cuckoo, nightingale, sparrow, hawk, eagle, falcon, jaguar, puma, gazelle, camel, horse, mule, llama, ostrich, parrot, parakeet, pheasant, goose, duck, pig, crab, lobster, prawn, shrimp, oyster, scallop, plaice, halibut, barbel, catfish, eel, alligator, crocodile, tortoise, turtle, toad, frog, salamander, snake, gecko, chameleon, gorilla, panda, red_panda, bengal_tiger, sloth, squirrel, porcupine, owl, wolf, coyote, weasel, chipmunk, walrus, sea_lion, sea_cow, anteater, armadillo, centipede, piranha, stingray, barracuda, sidewinder
Pair: sawfish, squid, cuttlefish, octopus, shark, sperm_whale, whale, blue_whale, killer_whale, fin_whale, dolphin, plaice, halibut, crab, lobster, prawn, shrimp, oyster, scallop, shell, snail, slug, starfish, jellyfish, goldfish, dog, dachshund, rabbit, poodle, cow, chicken, goat, sheep, pig, reindeer, grizzly_bear, polar_bear, black_bear, tapir, caiman, sea_snake, coral_snake, lizard, rattlesnake, toad, frog, salamander, snake, cottonmouth, copperhead, diamondback_rattlesnake, jackdaw, polecat, hyena, baboon, chimpanzee, bonobo, giraffe, okapi, rhinoceros, elephant, lion, leopard, tiger, monkey, rat, mouse, cat, coyote, wolf, raven, crow, hawk, eagle, falcon, jaguar, puma, gazelle, camel, horse, mule, llama, ostrich, parrot, parakeet, pheasant, deer, elk, antelope, bison, mammoth, saurian, millipede, harvestman, cockroach, tarantula, scorpion, spider, ant, wasp, dragonfly, butterfly, swallowtail, red_admiral, aphid, beetle, moth, caterpillar, grasshopper, cuckoo, nightingale, sparrow, finch, wren, kestrel, albatross, gull, pelican, flamingo, alligator, crocodile, tortoise, turtle, red_panda, bengal_tiger, gorilla, panda, koala, wombat, dingo, platypus, anteater, armadillo, squirrel, porcupine, owl, pigeon, goose, duck, mallard, peacock, swan

Noise level: 4
Amount gain: 21
Individual: monkey, dog, cat, dachshund, pekingese, poodle, hamster, guinea_pig, baboon, hyena, chimpanzee, polecat, weasel, sheep, chicken, cow, pig, goat, reindeer, black_bear, polar_bear, grizzly_bear, tapir, caiman, snake, diamondback_rattlesnake, sawfish, prawn, cuttlefish, jellyfish, shark, killer_whale, sperm_whale, fin_whale, dolphin, blue_whale, whale, sea_lion, sea_cow, millipede, harvestman, cockroach, scorpion, tarantula, frog, lizard, copperhead, cottonmouth, coral_snake, jackdaw, raven, wolf, coyote, squirrel, rabbit, rat, toad, sea_snake, salamander, rattlesnake, gecko, chameleon, spider, ant, wasp, dragonfly, butterfly, swallowtail, red_admiral, aphid, beetle, moth, caterpillar, grasshopper, cuckoo, nightingale, sparrow, eagle, hawk, rhinoceros, lion, elephant, giraffe, okapi, bonobo, gorilla, alligator, crocodile, tortoise, turtle, ostrich, parakeet, parrot, pheasant, elk, antelope, beaver, bison, mammoth, saurian, armadillo, anteater, red_panda, bengal_tiger, leopard, tiger, panther, piranha, centipede, squid, starfish, shrimp, crab, octopus, lobster, oyster, scallop, plaice, salmon, barbel, catfish, eel, perch, halibut, trout, carp, goldfish, clown_fish, stingray, barracuda, sidewinder
Pair: monkey, dog, pig, cow, chicken, mouse, rabbit, rat, dachshund, pekingese, hamster, guinea_pig, hyena, chimpanzee, baboon, bonobo, giraffe, okapi, lion, elephant, rhinoceros, leopard, tiger, panther, tarantula, scorpion, sea_snake, toad, snake, diamondback_rattlesnake, rattlesnake, frog, copperhead, cottonmouth, coral_snake, lizard, gecko, chameleon, cockroach, harvestman, millipede, saurian, armadillo, anteater, crocodile, alligator, shark, killer_whale, dolphin, blue_whale, sperm_whale, fin_whale, salmon, plaice, trout, halibut, shrimp, crab, octopus, lobster, prawn, cuttlefish, tortoise, turtle, poodle, cat, goat, reindeer, black_bear, polar_bear, grizzly_bear, tapir, caiman, sawfish, jellyfish, starfish, squid, dragonfly, butterfly, swallowtail, red_admiral, aphid, beetle, wasp, ant, spider, centipede, piranha, stingray, barracuda, sidewinder, eagle, hawk, falcon, jaguar, puma, gazelle, camel, horse, mule, llama, ostrich, parakeet, parrot, pheasant, elk, beaver, antelope, otter, deer, bison, mammoth, gorilla, panda, red_panda, bengal_tiger, sloth, squirrel, porcupine, owl, sparrow, finch, wren, nightingale, cuckoo, stork, duck, goose, pigeon, dove, raven, wolf, coyote, sheep, rooster, crow, jackdaw, polecat, weasel, chipmunk, walrus, whale, sea_lion, sea_cow, iguana, eel, catfish, carp, perch, barbel, scallop, oyster

Amount gain: 25
Individual: chicken, dachshund, dog, pekingese, rabbit, mouse, goat, sheep, cow, poodle, reindeer, grizzly_bear, black_bear, polar_bear, tapir, caiman, toad, diamondback_rattlesnake, sawfish, squid, shrimp, starfish, shark, killer_whale, whale, dolphin, fin_whale, blue_whale, sperm_whale, sea_lion, sea_cow, millipede, harvestman, cockroach, scorpion, tarantula, sea_snake, lizard, copperhead, cottonmouth, coral_snake, jackdaw, polecat, baboon, chimpanzee, hyena, bonobo, giraffe, okapi, elephant, lion, rhinoceros, leopard, tiger, monkey, cat, rat, hamster, guinea_pig, platypus, wombat, koala, dingo, kangaroo, squirrel, parakeet, parrot, pheasant, beaver, deer, elk, bison, mammoth, saurian, armadillo, anteater, crocodile, alligator, tortoise, turtle, ostrich, pig, duck, goose, pigeon, dove, sparrow, eagle, hawk, falcon, jaguar, puma, gazelle, camel, horse, mule, llama, panda, red_panda, bengal_tiger, gorilla, zebra, chameleon, frog, rattlesnake, snake, salamander, gecko, iguana, eel, catfish, crab, lobster, octopus, prawn, cuttlefish, jellyfish, dragonfly, butterfly, swallowtail, red_admiral, aphid, beetle, wasp, ant, spider, centipede, piranha, stingray, barracuda, sidewinder
Pair: chicken, dachshund, cow, sheep, mouse, rabbit, poodle, goat, reindeer, grizzly_bear, black_bear, polar_bear, tapir, caiman, lizard, sea_snake, copperhead, cottonmouth, snake, rattlesnake, toad, diamondback_rattlesnake, frog, gecko, coral_snake, jackdaw, polecat, baboon, chimpanzee, hyena, bonobo, giraffe, okapi, elephant, lion, rhinoceros, leopard, tiger, monkey, cat, dog, pekingese, hamster, guinea_pig, cockroach, harvestman, millipede, saurian, armadillo, anteater, crocodile, alligator, shark, killer_whale, whale, dolphin, blue_whale, fin_whale, sperm_whale, sea_lion, sea_cow, sawfish, crab, lobster, prawn, octopus, jellyfish, cuttlefish, starfish, shrimp, squid, scallop, oyster, tortoise, turtle, ostrich, parakeet, parrot, pheasant, beaver, elk, deer, bison, mammoth, gorilla, panda, red_panda, bengal_tiger, sloth, squirrel, rat, hedgehog, weasel, chipmunk, walrus, plaice, trout, halibut, salmon, barbel, catfish, eel, perch, carp, goldfish, clown_fish, stingray, barracuda, tarantula, scorpion, spider, ant, wasp, dragonfly, butterfly, swallowtail, red_admiral, aphid, beetle, moth, caterpillar, grasshopper, cuckoo, nightingale, sparrow, eagle, hawk, falcon, jaguar, puma, gazelle, camel, horse, mule, llama, coyote, wolf, raven, crow, rooster, pig, duck, goose, pigeon, dove, blackbird, kestrel, albatross, gull, pelican, flamingo, iguana, chameleon, mongoose, gerbil, lemur

Noise level: 5
Amount gain: 20
Individual: sparrow, eagle, hawk, elephant, gorilla, rat, zebra, baboon, okapi, polecat, weasel, coyote, pekingese, mouse, chimpanzee, poodle, dog, guinea_pig, hamster, bonobo, hyena, rhinoceros, gazelle, tiger, leopard, pig, cat, squirrel, toad, salamander, sea_snake, tortoise, copperhead, cottonmouth, frog, diamondback_rattlesnake, sawfish, blue_whale, lizard, prawn, squid, fin_whale, shrimp, sea_lion, sea_cow, plaice, dolphin, octopus, grizzly_bear, bison, polar_bear, black_bear, caiman, iguana, gecko, tarantula, chameleon, snake, rattlesnake, spider, ant, wasp, dragonfly, swallowtail, red_admiral, butterfly, aphid, beetle, harvestman, cockroach, millipede, saurian, armadillo, anteater, shark, alligator, coral_snake, turtle, ostrich, parakeet, parrot, pheasant, beaver, antelope, deer, tapir, mammoth, lion, panda, bengal_tiger, red_panda, sloth, rabbit, porcupine, owl, wolf, dachshund, elk, otter, halibut, carp, crab, salmon, cuttlefish, jellyfish, whale, lobster, scallop, oyster, shell, slug, snail, crocodile, starfish, goldfish, monkey, sheep, goat, chicken, reindeer, walrus, chipmunk, skunk, platypus, wombat, dingo, koala, kangaroo, kiwi
Pair: sparrow, eagle, hawk, elephant, rabbit, cat, cow, monkey, lion, pig, squirrel, coyote, chimpanzee, poodle, pekingese, mouse, dog, guinea_pig, hamster, bonobo, hyena, zebra, rhinoceros, rat, parakeet, parrot, pheasant, beaver, deer, antelope, otter, elk, tapir, polar_bear, blue_whale, lizard, sea_snake, tortoise, diamondback_rattlesnake, sawfish, sea_lion, sea_cow, dolphin, plaice, black_bear, caiman, grizzly_bear, bison, killer_whale, octopus, crocodile, starfish, squid, prawn, crab, salmon, shrimp, fin_whale, carp, halibut, cockroach, millipede, harvestman, snake, frog, copperhead, cottonmouth, rattlesnake, turtle, coral_snake, lobster, whale, sperm_whale, saurian, armadillo, anteater, shark, alligator, gecko, toad, scorpion, salamander, chameleon, tarantula, newt, lemming, marmot, polecat, weasel, chipmunk, walrus, reindeer, sheep, goat, dachshund, wolf, raven, crow, jackdaw, albatross, gull, pelican, flamingo, iguana, catfish, eel, trout, perch, barbel, oyster, scallop, cuttlefish, spider, ant, wasp, dragonfly, red_admiral, butterfly, swallowtail, moth, beetle, aphid, louse, platypus, koala, dingo, bengal_tiger, red_panda, tiger, leopard, baboon, okapi, chicken, horse, camel, mule, llama, ostrich, duck, goose, pigeon, dove, cuckoo, nightingale, wren, finch, badger, hare, fox

Amount gain: 25
Individual: jellyfish, whale, dolphin, crab, sperm_whale, sea_lion, black_bear, polar_bear, bison, grizzly_bear, caiman, diamondback_rattlesnake, lizard, frog, shrimp, octopus, salmon, alligator, sea_cow, crocodile, toad, turtle, hyena, chimpanzee, okapi, rhinoceros, lion, polecat, weasel, cat, chicken, rat, dachshund, goat, cow, guinea_pig, hamster, monkey, baboon, zebra, gazelle, tiger, leopard, dog, hawk, eagle, sparrow, parakeet, parrot, pheasant, elk, beaver, deer, tapir, mammoth, saurian, millipede, cockroach, harvestman, scorpion, rattlesnake, tortoise, shark, copperhead, cottonmouth, sea_snake, jackdaw, raven, wolf, rabbit, gorilla, squirrel, coyote, poodle, sheep, pig, pekingese, elephant, reindeer, walrus, blue_whale, halibut, prawn, sawfish, lobster, cuttlefish, scallop, oyster, shell, slug, snail, squid, starfish, goldfish, clown_fish, stingray, barracuda, piranha, centipede, spider, ant, wasp, dragonfly, red_admiral, butterfly, swallowtail, aphid, beetle, moth, caterpillar, grasshopper, cuckoo, nightingale, dove, pigeon, goose, duck, mouse, ostrich, dingo, wombat, koala, platypus, kangaroo, kiwi
Pair: jellyfish, fin_whale, crab, squid, starfish, polar_bear, black_bear, grizzly_bear, bison, sperm_whale, sea_lion, octopus, shrimp, carp, plaice, sea_cow, crocodile, killer_whale, whale, alligator, stingray, prawn, sawfish, halibut, blue_whale, tarantula, snake, coral_snake, gecko, salamander, tortoise, diamondback_rattlesnake, lizard, rattlesnake, scorpion, cuttlefish, lobster, armadillo, anteater, okapi, rhinoceros, cat, chicken, goat, dachshund, poodle, squirrel, coyote, guinea_pig, hamster, monkey, pekingese, pig, rabbit, wolf, raven, crow, eagle, hawk, rat, sheep, dog, hyena, chimpanzee, red_panda, bengal_tiger, lion, baboon, zebra, elephant, reindeer, cow, goldfish, mouse, duck, goose, pheasant, elk, beaver, deer, tapir, mammoth, saurian, millipede, cockroach, harvestman, louse, aphid, beetle, wasp, dragonfly, red_admiral, butterfly, swallowtail, moth, caterpillar, grasshopper, cuckoo, nightingale, sparrow, parakeet, parrot, woodpecker, pigeon, toad, newt, lemming, marmot, polecat, weasel, chipmunk, walrus, dolphin, platypus, koala, dingo, wombat, kangaroo, gorilla, pony, horse, camel, mule, llama, ostrich, turtle, slug, snail, shell, oyster, scallop, shark, copperhead, cottonmouth, sea_snake, jackdaw, albatross, gull, pelican, flamingo, iguana, caiman, frog, barbel, eel, catfish, salmon, perch, trout, cod

Noise level: 6
Amount gain: 1
Individual: rattlesnake, scorpion, tortoise, lobster, okapi, parrot, polecat, bengal_tiger, chimpanzee, squirrel, tarantula, reindeer, ant, cow, dog, cat, gorilla, weasel, aphid, panda, rooster, zebra, gazelle, tiger, bonobo, lion, sparrow, eagle, hawk, parakeet, donkey, antelope, otter, moose, black_bear, sheep, wolf, stingray, crocodile, prawn, elk, sea_cow, sawfish, whale, sea_lion, tapir, eel, scallop, gecko, poodle, cuttlefish, cottonmouth, copperhead, diamondback_rattlesnake, grizzly_bear, red_panda, dachshund, sea_snake, pekingese, salamander, armadillo, anteater, barbel, hyena, lizard, starfish, caiman, snake, chameleon, cockroach, spider, wasp, swallowtail, dragonfly, red_admiral, butterfly, beetle, louse, elephant, millipede, rat, harvestman, killer_whale, crab, wombat, koala, kangaroo, dingo, giraffe, chicken, frog, baboon, leopard, toad, goat, guinea_pig, halibut, polar_bear, iguana, octopus, duck, coral_snake, turtle, plaice, shark, trout, oyster, shell, slug, snail, sperm_whale, squid, platypus, dolphin, barracuda, piranha, saurian, fin_whale, rhinoceros, walrus, monkey, sloth, lemur, mongoose, gerbil, nuthatch, woodpecker, pigeon, mouse, goose, hamster, bison, horse, camel, mule, llama, alligator, rabbit, raven, crow, jackdaw, albatross, gull, pelican, flamingo, stork, cuckoo, nightingale, dove, blackbird, kestrel, falcon, jaguar, puma, lynx
Pair: rattlesnake, scorpion, copperhead, diamondback_rattlesnake, bonobo, tiger, ostrich, polecat, bison, okapi, chicken, frog, monkey, walrus, shrimp, catfish, jellyfish, carp, sea_snake, pekingese, duck, octopus, starfish, dachshund, sheep, wolf, dolphin, tapir, panda, bengal_tiger, rat, millipede, centipede, elephant, lion, sparrow, eagle, hawk, wren, finch, nightingale, cuckoo, stork, parakeet, lizard, hyena, rabbit, alligator, dog, cat, mouse, goose, poodle, cuttlefish, kangaroo, koala, pig, toad, harvestman, armadillo, anteater, barbel, crab, prawn, sperm_whale, squid, sea_lion, whale, trout, oyster, cow, ant, dingo, wombat, platypus, eel, scallop, gecko, lobster, tortoise, tarantula, reindeer, stingray, crocodile, plaice, shark, coyote, goat, gorilla, weasel, goldfish, leopard, halibut, guinea_pig, chipmunk, iguana, baboon, aphid, saurian, red_panda, chameleon, snake, louse, beetle, cockroach, spider, squirrel, chimpanzee, zebra, rooster, camel, horse, mule, llama, pheasant, moose, deer, beaver, black_bear, otter, elk, sea_cow, fin_whale, rhinoceros, coral_snake, turtle, cottonmouth, grizzly_bear, raven, crow, jackdaw, albatross, gull, pelican, flamingo, toucan, woodpecker, pigeon, antelope, donkey, hamster, skunk, hedgehog, caiman, killer_whale, sawfish, salamander, newt, lemming, marmot, prairie_dog, gerbil, mongoose, parrot, nuthatch, tit

Amount gain: 60
Individual: parakeet, toad, squirrel, ostrich, fin_whale, weasel, shark, leopard, guinea_pig, lion, tiger, okapi, lobster, pekingese, poodle, mouse, reindeer, polecat, dachshund, rabbit, rooster, baboon, crocodile, panda, hamster, goose, pheasant, wolf, crab, beaver, zebra, cottonmouth, spider, copperhead, sperm_whale, oyster, goat, plaice, stingray, dingo, catfish, sea_snake, alligator, killer_whale, jellyfish, tapir, sea_lion, centipede, chimpanzee, aphid, millipede, scorpion, cat, barbel, louse, diamondback_rattlesnake, iguana, jackdaw, hyena, gecko, chipmunk, cow, coyote, parrot, antelope, moose, grizzly_bear, walrus, bison, mammoth, harvestman, armadillo, anteater, monkey, giraffe, blue_whale, chameleon, elephant, donkey, dog, duck, pigeon, dove, eagle, sparrow, hawk, falcon, jaguar, puma, gazelle, horse, camel, mule, llama, whale, bengal_tiger, rhinoceros, chicken, kangaroo, wombat, platypus, tortoise, koala, kiwi
Pair: parakeet, toad, mouse, poodle, rooster, rabbit, beetle, snake, bonobo, fin_whale, prawn, salmon, shrimp, halibut, whale, okapi, zebra, beaver, bison, grizzly_bear, diamondback_rattlesnake, louse, alligator, killer_whale, black_bear, cat, cow, coyote, caiman, sperm_whale, jellyfish, sea_snake, stingray, dingo, kangaroo, wombat, rhinoceros, bengal_tiger, polecat, dachshund, baboon, lobster, oyster, goat, scorpion, millipede, tarantula, ant, centipede, chimpanzee, dog, duck, reindeer, pekingese, parrot, antelope, walrus, moose, pheasant, goose, pig, crocodile, eel, dolphin, panda, hamster, gecko, hyena, deer, otter, chicken, squirrel, gazelle, lion, tiger, guinea_pig, spider, copperhead, turtle, aphid, saurian, plaice, sea_lion, tapir, elk, wolf, trout, starfish, squid, scallop, sawfish, catfish, perch, polar_bear, elephant, leopard, weasel, ostrich, donkey, sheep, camel, horse, mule, llama, anteater, armadillo, barbel, monkey, slug, snail, shell, chameleon, wasp, butterfly, swallowtail, dragonfly, red_admiral, moth, caterpillar, grasshopper, cuckoo, nightingale, hawk, sparrow, eagle, wren, finch, kestrel, falcon, jaguar, puma, lynx, giraffe, blue_whale, gorilla, frog, cottonmouth, coral_snake, crab, lizard, carp, cuttlefish, rat, crow, raven, jackdaw, albatross, gull, pelican, flamingo, stork, vulture, tortoise, platypus, koala, kiwi, rattlesnake, salamander, iguana, skunk, cockroach, termite, harvestman, earthworm

Noise level: 7
Amount gain: 1
Individual: squirrel, snail, alligator, parrot, monkey, salamander, crow, barbel, chameleon, caiman, red_panda, pig, toad, shell, lobster, kangaroo, mink, deer, sea_lion, camel, koala, giraffe, spider, gazelle, whale, rabbit, toucan, saurian, hyena, crocodile, vulture, mole, zebra, coral_snake, mongoose, bengal_tiger, coyote, chipmunk, guinea_pig, lion, octopus, crab, sheep, bonobo, chimpanzee, goat, lemur, scorpion, rhinoceros, duck, walrus, oyster, ostrich, cockroach, llama, mouse, woodpecker, gorilla, mallard, mammoth, reindeer, marmot, bison, antelope, aphid, wasp, baboon, grizzly_bear, cottonmouth, swallowtail, chicken, platypus, eagle, moth, millipede, dragonfly, butterfly, halibut, poodle, diamondback_rattlesnake, caterpillar, grasshopper, nightingale, sparrow, dove, moose, pigeon, goose, sea_cow, plaice, prawn, gecko, anteater, polar_bear, armadillo, cat, shark, barracuda, sperm_whale, panda, sea_snake, tarantula, trout, slug, polecat, eel, ant, badger, finch, elephant, copperhead, louse, tapir, lizard, turtle, killer_whale, rooster, wolf, okapi, frog, squid, rattlesnake, earthworm, shrimp, jellyfish, panther, blue_whale, dolphin, snake, owl, carp, hamster, pelican, flamingo, stork, red_admiral, jackdaw, leopard, goldfish, bear, beaver, weasel, perch, cow, salmon, stingray, sawfish, starfish, catfish, beetle, termite
Pair: squirrel, earthworm, rattlesnake, sparrow, nightingale, diamondback_rattlesnake, moth, cockroach, llama, baboon, wasp, caiman, chameleon, trout, tarantula, blue_whale, dolphin, donkey, guinea_pig, mule, piranha, spider, giraffe, crocodile, vulture, eagle, swallowtail, horse, harvestman, scorpion, lemur, black_bear, plaice, leopard, goldfish, wren, cuckoo, anteater, prawn, tortoise, beaver, grizzly_bear, cottonmouth, butterfly, dragonfly, red_admiral, monkey, hawk, hyena, gerbil, lobster, gorilla, woodpecker, owl, bengal_tiger, pekingese, tapir, camel, sea_lion, iguana, oyster, saurian, alligator, falcon, jaguar, puma, duck, shrimp, parrot, wombat, wolf, porcupine, mouse, pig, toad, squid, okapi, goat, chimpanzee, louse, copperhead, poodle, halibut, perch, cow, whale, gazelle, jellyfish, shell, zebra, mole, dog, goose, pigeon, mallard, koala, deer, rat, mongoose, walrus, ostrich, peacock, swan, pelican, flamingo, crab, sheep, weasel, reindeer, mammoth, polar_bear, turtle, lizard, catfish, stingray, mink, kangaroo, millipede, salamander, eel, polecat, armadillo, cat, pony, coral_snake, rooster, elephant, cuttlefish, snail, hamster, carp, coyote, chipmunk, sea_cow, barracuda, beetle, termite, caterpillar, grasshopper, badger, ant, barbel, crow, frog, octopus, raven, bear, aphid, centipede, salmon, starfish, slug

Amount gain: 25
Individual: kangaroo, donkey, deer, pigeon, bison, hyena, pheasant, caiman, rooster, llama, owl, otter, crocodile, mammoth, guinea_pig, cat, mongoose, polecat, copperhead, coyote, whale, fin_whale, red_panda, antelope, chimpanzee, prawn, tortoise, eagle, crab, sea_cow, lemur, wasp, squid, saurian, starfish, shrimp, porcupine, piranha, zebra, snake, carp, barbel, millipede, jackdaw, turtle, elk, octopus, marmot, toad, mouse, dingo, shark, crow, lizard, wombat, chicken, bengal_tiger, gerbil, moth, moose, cow, chameleon, panther, squirrel, rat, pekingese, parrot, bear, rattlesnake, leopard, raven, reindeer, blue_whale, falcon, jaguar, puma, grizzly_bear, mule, rhinoceros, pony, hawk, baboon, toucan, woodpecker, rabbit, plaice, platypus, sea_snake, cuttlefish, poodle, salmon, pig, polar_bear, armadillo, giraffe, ostrich, okapi, diamondback_rattlesnake, alligator, eel, centipede, butterfly, louse, dragonfly, red_admiral, beetle, earthworm, mole, iguana, caterpillar, grasshopper, nightingale, sparrow, koala, wren, parakeet, kestrel, albatross, gull, pelican, flamingo, scorpion, cuckoo, termite, spider, swallowtail, cockroach, gecko, sidewinder
Pair: kangaroo, donkey, moose, cow, shark, crow, marmot, octopus, lion, kiwi, dolphin, halibut, woodpecker, toucan, goldfish, parrot, finch, plaice, trout, perch, scallop, aphid, earthworm, mole, blue_whale, reindeer, weasel, tortoise, caiman, rooster, panther, squirrel, sea_cow, crab, giraffe, armadillo, termite, cuckoo, pigeon, deer, wasp, lemur, walrus, anteater, slug, guinea_pig, coyote, copperhead, scorpion, okapi, starfish, saurian, diamondback_rattlesnake, zebra, alligator, porcupine, dog, catfish, harvestman, shrimp, jellyfish, gerbil, fin_whale, red_panda, squid, eagle, hyena, pheasant, killer_whale, elk, mallard, turtle, spider, piranha, pekingese, rat, duck, peacock, swan, pelican, flamingo, prawn, ostrich, pig, lizard, wombat, snake, carp, toad, mouse, raven, leopard, beetle, red_admiral, tapir, llama, bengal_tiger, moth, cockroach, chimpanzee, pony, mule, horse, mammoth, beaver, camel, tiger, poodle, lemming, sloth, rabbit, goose, rattlesnake, bear, chameleon, gazelle, jackdaw, albatross, gull, sheep, coral_snake, cuttlefish, sea_snake, platypus, stingray, sperm_whale, chipmunk, monkey, gorilla, stork, nightingale, sparrow, wren, parakeet, iguana, louse, ant, mongoose, otter, owl, antelope, dachshund, swallowtail, gecko, oyster, tarantula, elephant, bonobo, baboon, polar_bear, cat, salmon, shell, snail

Noise level: 8
Amount gain: 7
Individual: pheasant, halibut, fin_whale, kestrel, mink, vulture, sparrow, catfish, ladybug, guinea_pig, bumblebee, grizzly_bear, platypus, gecko, black_bear, stingray, dachshund, pony, cottonmouth, dolphin, red_panda, hyena, rhinoceros, perch, dingo, hare, carp, chicken, salmon, monkey, squirrel, salamander, louse, iguana, elephant, panda, jaguar, reindeer, sea_lion, crow, llama, gull, bengal_tiger, chameleon, eagle, skunk, beaver, lemur, scorpion, squid, saurian, prawn, polar_bear, turtle, barracuda, sawfish, crab, ant, coyote, wombat, aphid, red_admiral, tortoise, mole, porcupine, anteater, pigeon, dog, bee, barbel, prairie_dog, frog, shell, puma, goat, blue_whale, rattlesnake, centipede, kangaroo, chimpanzee, shark, mouse, otter, oyster, kiwi, poodle, sheep, goldfish, hamster, scallop, caterpillar, stork, alligator, wasp, slug, dragonfly, wolf, albatross, okapi, gazelle, copperhead, owl, jellyfish, rooster, snake, parrot, bison, nuthatch, parakeet, cuckoo, polecat, swallow, falcon, finch, snail, raven, flea, rat, koala, zebra, toucan, gerbil, mallard, sea_snake, sloth, eel, millipede, sea_cow, baboon, deer, jackdaw, cow, walrus, leopard, pekingese, harvestman, cod, diamondback_rattlesnake, armadillo, bear, donkey, badger, mule, elk
Pair: pheasant, coral_snake, red_panda, rabbit, rhinoceros, giraffe, porcupine, crab, sawfish, flamingo, piranha, eel, millipede, lizard, ant, fin_whale, halibut, pig, chameleon, squirrel, salamander, carp, chicken, cockroach, beaver, kiwi, hyena, starfish, snake, lion, catfish, blackbird, toad, puma, shell, dingo, hare, killer_whale, moose, weasel, dolphin, reindeer, sea_lion, barbel, bee, mole, tortoise, lynx, blue_whale, cod, barracuda, dragonfly, wolf, sperm_whale, turtle, zebra, toucan, dog, pigeon, nuthatch, bison, swallowtail, crow, goat, pony, plaice, buffalo, armadillo, bear, bonobo, albatross, grizzly_bear, platypus, mouse, chimpanzee, baboon, deer, spider, aphid, harvestman, pekingese, lobster, octopus, kangaroo, centipede, bengal_tiger, gull, salmon, monkey, rattlesnake, trout, perch, vulture, ostrich, kestrel, dove, fly, cuckoo, parakeet, bumblebee, ladybug, nightingale, stork, elk, mule, coyote, wombat, squid, saurian, mongoose, skunk, rooster, jellyfish, polecat, swallow, wasp, alligator, woodpecker, raven, hawk, earthworm, badger, donkey, red_admiral, louse, eagle, poodle, termite, frogspawn, cow, jackdaw, snail, mink, cuttlefish, gecko, prairie_dog, frog, swan, caiman, iguana, elephant, pelican, marmot, hamster, scallop, whale, llama, diamondback_rattlesnake, anteater, dachshund, lemur

Amount gain: 30
Individual: salmon, reindeer, mink, octopus, mammoth, otter, porcupine, snail, jackdaw, goldfish, poodle, eagle, zebra, baboon, guinea_pig, koala, lemming, scallop, cat, rattlesnake, flea, giraffe, goose, trout, frog, harvestman, rat, wombat, bengal_tiger, gorilla, fin_whale, panther, horse, sloth, sea_cow, ladybug, bonobo, diamondback_rattlesnake, okapi, lizard, parakeet, ant, saurian, lobster, barbel, crocodile, moth, weasel, chipmunk, puma, badger, sparrow, clown_fish, gecko, lynx, hedgehog, rooster, vulture, antelope, skunk, duck, whale, monkey, black_bear, wolf, bee, rhinoceros, raven, red_panda, blackbird, llama, stingray, bumblebee, turtle, falcon, copperhead, mongoose, camel, elk, chameleon, sheep, cow, pig, nuthatch, tapir, cuttlefish, elephant, halibut, millipede, toucan, louse, mule, cottonmouth, grizzly_bear, spider, aphid, shrimp, sawfish, caterpillar, gerbil, coral_snake, dove, deer, wren, tarantula, wasp, tortoise, eel, crow, grasshopper, flamingo, tiger, anteater, swallow, finch, jaguar, iguana, catfish, pekingese, pelican, chimpanzee, cod, piranha, hawk, lemur, bear, stork, sidewinder
Pair: salmon, reindeer, wombat, bengal_tiger, dragonfly, bison, chimpanzee, aphid, kestrel, fly, dove, deer, elephant, cuttlefish, moth, crocodile, parrot, octopus, vulture, rooster, rat, harvestman, mink, eagle, spider, cottonmouth, okapi, diamondback_rattlesnake, polar_bear, crab, giraffe, flea, dog, shell, whale, monkey, goat, guinea_pig, donkey, gull, oyster, dolphin, snail, jackdaw, swan, peacock, mallard, sloth, dachshund, coral_snake, duck, antelope, stork, bear, blue_whale, wolf, louse, mule, hyena, rabbit, scallop, cat, rhinoceros, bee, black_bear, hedgehog, sea_snake, anteater, pekingese, pelican, swallow, finch, rattlesnake, prawn, squid, termite, frog, gorilla, sheep, sparrow, ladybug, bonobo, hamster, starfish, goldfish, poodle, coyote, cuckoo, mongoose, camel, panther, fin_whale, flamingo, tiger, ant, lizard, hare, salamander, lobster, barbel, kangaroo, tapir, lynx, gecko, cow, pig, nuthatch, prairie_dog, sawfish, sea_cow, kiwi, dingo, swallowtail, porcupine, killer_whale, baboon, catfish, iguana, toad, lemming, pigeon, caterpillar, crow, tortoise, raven, red_panda, beaver, lion, snake, goose, perch, slug, plaice, clown_fish, turtle, falcon, llama, stingray, copperhead, chipmunk, shrimp, grizzly_bear, buffalo, toucan, mouse, red_admiral, tarantula, wren, moose, mammoth, walrus, marmot, chameleon, elk, sidewinder, parakeet, halibut, millipede

Noise level: 9
Amount gain: 20
Individual: gazelle, killer_whale, fox, snail, jackdaw, duck, deer, pig, gerbil, starfish, porcupine, giraffe, mouse, pheasant, chicken, shark, grizzly_bear, dachshund, parakeet, lobster, dingo, dove, dog, goldfish, barbel, stork, donkey, catfish, marmot, cuckoo, eel, puma, monkey, plaice, shrimp, shell, ladybug, raven, trout, mammoth, ant, caterpillar, anteater, black_bear, octopus, panda, mallard, oyster, sheep, salmon, skunk, polecat, salamander, sea_snake, stingray, sea_lion, rattlesnake, sidewinder, chameleon, chimpanzee, dragonfly, beetle, baboon, bumblebee, squirrel, beaver, mule, silkworm, iguana, lynx, kangaroo, blackbird, leopard, bee, pigeon, pekingese, toucan, antelope, swan, clown_fish, llama, sawfish, newt, penguin, wren, spider, swallowtail, lemur, mongoose, kiwi, weasel, frog, reindeer, alligator, earthworm, aphid, hedgehog, crocodile, millipede, polar_bear, rat, bison, prawn, mole, saurian, bengal_tiger, scorpion, moose, ostrich, hare, fin_whale, peacock, snake, rabbit, perch, crab, tiger, toad, racoon, nymph, squid, tortoise, bonobo, whale, cottonmouth, sloth, jaguar, wolf, tapir, sperm_whale, cockroach, chipmunk, camel, elk, halibut, butterfly, nightingale, okapi, vulture, panther
Pair: gazelle, kiwi, weasel, slug, moth, kestrel, buffalo, gecko, baboon, salamander, polecat, rooster, frogspawn, hedgehog, aphid, mammoth, shell, walrus, centipede, chimpanzee, chameleon, cod, dog, eel, cuckoo, whale, bonobo, gorilla, jackdaw, cat, elephant, bear, rabbit, termite, jellyfish, horse, bullock, copperhead, nymph, rattlesnake, sidewinder, nightingale, butterfly, pigeon, pekingese, sparrow, monkey, raven, ladybug, harvestman, chicken, dove, dingo, fox, snail, tarantula, spider, shark, grizzly_bear, jaguar, wolf, newt, clown_fish, rhinoceros, sea_lion, anteater, caterpillar, bumblebee, squirrel, crab, perch, koala, tortoise, scorpion, bengal_tiger, swallowtail, lemur, wasp, sloth, pig, duck, hawk, swallow, toad, panda, mouse, giraffe, goose, mole, lizard, reindeer, crow, black_bear, catfish, marmot, salmon, stork, donkey, iguana, killer_whale, mallard, toucan, antelope, mink, scallop, gerbil, starfish, carp, wombat, moose, sea_snake, badger, skunk, pheasant, fly, polar_bear, rat, shrimp, plaice, sperm_whale, cockroach, eagle, mule, elk, camel, sheep, oyster, bat, turtle, albatross, frog, platypus, dachshund, penguin, wren, peacock, fin_whale, mongoose, saurian, zebra, lobster, louse, swan, racoon, squid, alligator, earthworm, parrot, sawfish, owl, caiman, crocodile, millipede, flea, porcupine, leopard, blackbird, red_panda, bison, pelican

Amount gain: 43
Individual: pekingese, bat, nymph, iguana, tarantula, perch, fox, carp, moose, fin_whale, goldfish, llama, frogspawn, gazelle, vulture, wombat, turtle, chicken, pony, porcupine, cuckoo, stork, chimpanzee, nightingale, panda, hedgehog, butterfly, falcon, snake, badger, barracuda, dog, stingray, sidewinder, beetle, dolphin, armadillo, eagle, frog, halibut, cow, salmon, plaice, owl, jellyfish, ostrich, guinea_pig, okapi, koala, copperhead, tapir, coral_snake, leopard, sea_cow, elk, alligator, puma, killer_whale, flamingo, mongoose, chipmunk, pheasant, kestrel, caiman, shrimp, donkey, scallop, tiger, hamster, buffalo, swallowtail, bear, octopus, haddock, baboon, chameleon, rooster, cod, hare, goat, otter, catfish, gerbil, lemming, squirrel, lion, harvestman, jackdaw, jaguar, lobster, penguin, fly, walrus, silkworm, sea_snake, grizzly_bear, dove, rhinoceros, rattlesnake, slug, toad, blue_whale, dingo, flea, bonobo, millipede, trout, kangaroo, black_bear, coyote, wasp, polecat, camel, mammoth, dragonfly, starfish, clown_fish, mole, louse, peacock, mouse, sea_lion, hawk, shell, lizard, bumblebee, monkey, eel, spider, gull, kiwi, hyena, polar_bear, woodpecker, pig, crow, zebra, nuthatch, diamondback_rattlesnake, racoon, anteater, tortoise, red_admiral, mallard
Pair: pekingese, bat, squid, halibut, prairie_dog, elk, termite, kestrel, monkey, bumblebee, bonobo, dingo, penguin, chameleon, lion, harvestman, pony, chicken, guinea_pig, ostrich, hedgehog, panda, puma, alligator, owl, plaice, pigeon, trout, toad, rattlesnake, blue_whale, vulture, mammoth, camel, hyena, kiwi, gecko, fly, eagle, frog, polecat, wasp, fox, perch, jaguar, chimpanzee, hawk, sea_lion, skunk, flea, black_bear, cod, fin_whale, carp, spider, gull, poodle, polar_bear, tiger, scallop, lemur, dog, scorpion, horse, dragonfly, starfish, killer_whale, flamingo, wombat, gazelle, swan, sloth, buffalo, hamster, elephant, cottonmouth, chipmunk, pheasant, woodpecker, sidewinder, sea_cow, butterfly, rabbit, goldfish, barracuda, snake, raven, blackbird, salmon, cow, squirrel, stork, millipede, shell, mallard, racoon, marmot, catfish, octopus, haddock, salamander, caiman, parrot, nymph, frogspawn, lemming, jackdaw, okapi, swallow, bee, sheep, shark, swallowtail, bear, pig, crow, aphid, shrimp, tarantula, nightingale, ladybug, leopard, coral_snake, tapir, tortoise, anteater, bullock, mole, koala, copperhead, lynx, slug, diamondback_rattlesnake, red_admiral, baboon, turtle, caterpillar, llama, cuttlefish, prawn, toucan, goat, porcupine, cuckoo, louse, peacock, panther, rat, iguana, parakeet, badger, falcon, moth, whale, gerbil, weasel, dachshund, walrus, tit, rooster, sperm_whale, crab, otter, hare, reindeer, snail, silkworm, sea_snake, stingray, beetle, platypus, finch, cockroach, constrictor_snake, jellyfish, ant, antelope, cat, bengal_tiger, kangaroo, giraffe, rhinoceros, clown_fish, newt, dove, grizzly_bear, lobster

Noise level: 10
Amount gain: 1
Individual: trout, sea_cow, cuttlefish, dingo, lynx, yak, goat, beaver, stingray, rattlesnake, crocodile, silkworm, harvestman, bison, gecko, kangaroo, boa, falcon, mallard, albatross, emu, centipede, salmon, flea, crab, guinea_pig, cockroach, swan, prawn, dove, starfish, dolphin, barbel, bear, lion, tarantula, octopus, kestrel, badger, frog, walrus, nymph, jellyfish, blue_whale, bat, jackdaw, ant, armadillo, otter, woodpecker, hamster, lobster, gazelle, swallow, dragonfly, eel, cat, sloth, wolf, termite, parrot, moth, barracuda, skunk, alligator, beetle, mule, crow, raven, black_bear, sawfish, nightingale, pony, seal, koala, anteater, horse, scallop, blindworm, tapir, panda, sparrow, cottonmouth, okapi, sheep, sea_lion, finch, aphid, pelican, rat, nuthatch, mammoth, sea_snake, gerbil, pheasant, red_panda, caiman, cow, shell, shrimp, dachshund, shark, ladybug, squid, lemming, tit, snake, perch, prairie_dog, reindeer, bee, grasshopper, wombat, swallowtail, piranha, mole, tortoise, zebra, whale, tiger, rooster, racoon, pigeon, fin_whale, penguin, millipede, caterpillar, cuckoo, peacock, panther, camel, salamander, midge, elephant, diamondback_rattlesnake, goldfish, llama
Pair: trout, sperm_whale, shell, scallop, blindworm, sidewinder, tapir, alligator, beetle, python, termite, crow, raven, okapi, cockroach, panda, sparrow, gerbil, dolphin, killer_whale, slug, woodpecker, hamster, wren, anteater, black_bear, jellyfish, mammoth, nuthatch, chipmunk, diamondback_rattlesnake, whale, crocodile, swan, prawn, catfish, owl, bonobo, louse, camel, panther, blue_whale, nymph, wombat, grasshopper, albatross, emu, plaice, carp, moth, parrot, koala, jackdaw, bengal_tiger, dove, tiger, rooster, blackbird, aphid, cod, cuttlefish, boa, kangaroo, wolf, sloth, mallard, flea, haddock, bee, chicken, pike, chameleon, butterfly, reindeer, prairie_dog, bullock, fly, dingo, sea_cow, ant, armadillo, spider, red_panda, barbel, bear, poodle, lobster, puma, eel, tit, shrimp, yak, lynx, squid, lemming, hedgehog, red_admiral, pony, sawfish, hyena, oyster, vulture, walrus, saurian, falcon, kestrel, badger, donkey, pekingese, fin_whale, penguin, mongoose, tortoise, toucan, mouse, kiwi, starfish, chimpanzee, stingray, beaver, goat, zebra, finch, gecko, bison, flamingo, ostrich, platypus, weasel, lion, tarantula, salmon, centipede, barracuda, skunk, coyote, moose, elk

Amount gain: 19
Individual: wasp, mule, crow, buffalo, squirrel, millipede, prairie_dog, armadillo, panda, baboon, kestrel, plaice, rabbit, pike, silkworm, dingo, gull, copperhead, scallop, round_worm, butterfly, flamingo, lion, coyote, donkey, pelican, blue_whale, caiman, haddock, tortoise, blackbird, goldfish, tarantula, yak, slug, monkey, sperm_whale, pony, louse, frogspawn, termite, duck, kiwi, nymph, dove, sparrow, cottonmouth, fox, chimpanzee, sea_cow, saurian, hawk, grasshopper, otter, llama, flea, octopus, jellyfish, newt, moose, moth, black_bear, diamondback_rattlesnake, chameleon, eagle, biddy, cod, snake, ladybug, centipede, puma, piranha, carp, guinea_pig, poodle, woodpecker, barbel, nuthatch, mongoose, shrimp, lizard, wolf, fly, peacock, hyena, rhinoceros, gecko, whale, pig, kangaroo, camel, tit, cuckoo, shell, swan, rooster, gerbil, parrot, dog, elk, bison, dachshund, goat, crocodile, pheasant, turtle, chicken, cow, falcon, shark, trout, stingray, killer_whale, caterpillar, parakeet, ostrich, gazelle, coral_snake, cuttlefish, earthworm, bear, boa, lemur, emu, spider, ant, dragonfly, anteater, grizzly_bear, pigeon, pekingese, wombat, porcupine, prawn, tiger, beetle, halibut
Pair: wasp, mule, red_admiral, moose, penguin, chimpanzee, aphid, lynx, porcupine, pekingese, crocodile, pheasant, termite, frogspawn, panda, armadillo, wolf, shrimp, bengal_tiger, plaice, sperm_whale, pony, yak, slug, squid, sheep, platypus, tortoise, cottonmouth, sparrow, sea_lion, parakeet, clown_fish, blackbird, millipede, squirrel, gazelle, coral_snake, louse, perch, baboon, kestrel, puma, piranha, lion, flamingo, alligator, koala, bison, dachshund, midge, saurian, earthworm, bear, cockroach, buffalo, wombat, prawn, pig, kangaroo, jellyfish, newt, dove, kiwi, nuthatch, mongoose, gecko, whale, emu, spider, goose, sea_cow, guinea_pig, crow, carp, mouse, iguana, hawk, lemming, salamander, rattlesnake, racoon, mink, sawfish, jaguar, vulture, owl, hyena, tit, camel, catfish, raven, halibut, tiger, polecat, jackdaw, donkey, coyote, ostrich, oyster, rooster, goldfish, rhinoceros, caiman, cod, snake, cuckoo, shell, round_worm, butterfly, fly, peacock, mole, dog, dragonfly, ant, mammoth, seal, turtle, elk, biddy, eagle, flea, octopus, moth, black_bear, salmon, toad, elephant, haddock, otter, grasshopper, lizard, hedgehog, rabbit, pike, chicken, cow, wren, nightingale, hamster, prairie_dog, giraffe, skunk, pelican, blue_whale, bullock, zebra, fin_whale, deer, nymph, duck, falcon, shark, bee, starfish

Noise level: 11
Amount gain: 9
Individual: caiman, oyster, nuthatch, tortoise, dragonfly, eel, squirrel, dingo, dove, skunk, grasshopper, bat, lobster, pike, diamondback_rattlesnake, midge, blackbird, beetle, raven, saurian, camel, mole, termite, ant, turtle, prawn, woodpecker, hamster, lynx, newt, gecko, rhinoceros, reindeer, swallowtail, polecat, wasp, harvestman, sea_cow, cottonmouth, bear, kiwi, pheasant, catfish, baboon, gadfly, sea_lion, yak, carp, goat, goose, marmot, swallow, shell, frogspawn, bonobo, albatross, hawk, guinea_pig, hyena, ladybug, red_admiral, mammoth, perch, goldfish, blue_whale, eagle, clown_fish, monkey, jaguar, salmon, coral_snake, peacock, panther, python, wombat, piranha, anteater, polar_bear, whale, vulture, duck, salamander, prairie_dog, elephant, koala, sloth, round_worm, cuttlefish, badger, starfish, bullock, falcon, halibut, plaice, mallard, butterfly, hare, frog, wren, mule, flea, swan, seal, cuckoo, hedgehog, snail, kangaroo, jellyfish, emu, leopard, louse, rat, chicken, stingray, armadillo, poodle, caterpillar, crow, sidewinder, mouse, gazelle, finch, chameleon, lemming, tarantula, scorpion, scallop, cockroach, tiger, slug, centipede, rooster, grizzly_bear, nymph, puma, giraffe, pig, toucan, snake, elk
Pair: caiman, oyster, black_bear, gadfly, kestrel, camel, mink, marmot, silkworm, diamondback_rattlesnake, pike, lobster, toucan, skunk, stork, hyena, chameleon, finch, bison, octopus, coral_snake, peacock, prawn, turtle, prairie_dog, salamander, crab, guinea_pig, rabbit, albatross, frog, hare, sheep, okapi, pekingese, ant, goldfish, perch, spider, nuthatch, platypus, rhinoceros, lemur, emu, pig, giraffe, beetle, blackbird, sloth, round_worm, sea_lion, yak, falcon, bullock, copperhead, llama, dove, dingo, anteater, wombat, owl, jaguar, swallow, shell, tit, deer, seal, cuckoo, halibut, grasshopper, grizzly_bear, butterfly, ostrich, moose, harvestman, sea_cow, badger, starfish, slug, tiger, whale, polar_bear, salmon, panther, scallop, cockroach, bengal_tiger, robin, bumblebee, constrictor_snake, crow, caterpillar, lemming, tarantula, fin_whale, flea, red_admiral, ladybug, termite, mole, hedgehog, snail, python, piranha, gerbil, dragonfly, jellyfish, frogspawn, puma, centipede, shrimp, blindworm, eel, squirrel, eagle, clown_fish, racoon, plaice, barracuda, parrot, gibbon, vulture, mammoth, saurian, lynx, newt, shark, biddy, monkey, wasp, flamingo, woodpecker, antelope, beaver, dolphin, swallowtail, pheasant, catfish, gazelle, sidewinder, goat, goose, iguana, bear, midge, raven, cod, toad, mongoose

Amount gain: 10
Individual: sloth, kestrel, termite, tit, parrot, tapir, salmon, tortoise, porcupine, boa, grizzly_bear, pig, kangaroo, lemming, lion, mallard, barbel, giraffe, wolf, rabbit, rattlesnake, chimpanzee, killer_whale, perch, vulture, jellyfish, finch, jackdaw, dragonfly, goat, toad, red_admiral, mouse, barracuda, squid, fox, peacock, dolphin, pelican, panda, raven, armadillo, sheep, constrictor_snake, donkey, whale, beaver, millipede, nightingale, jaguar, crow, prairie_dog, marmot, nymph, grasshopper, yak, penguin, caiman, wren, ant, hedgehog, okapi, goldfish, nuthatch, reindeer, haddock, fly, emu, tiger, zebra, coyote, otter, louse, blindworm, anteater, horse, lynx, buffalo, jay, mammoth, dingo, antelope, salamander, caterpillar, mink, frog, leopard, earthworm, guinea_pig, silkworm, lemur, shark, ostrich, oyster, rooster, bumblebee, sawfish, flamingo, halibut, toucan, koala, trout, swan, gibbon, hyena
Pair: sloth, midge, millipede, iguana, barbel, kestrel, termite, flamingo, halibut, cuckoo, flea, clown_fish, guinea_pig, bee, tortoise, lemur, shark, wolf, rabbit, barracuda, mouse, tapir, parrot, cottonmouth, falcon, nymph, grasshopper, reindeer, haddock, fin_whale, wren, penguin, caiman, frogspawn, butterfly, owl, lemming, toucan, koala, gecko, oyster, biddy, boa, starfish, camel, tarantula, armadillo, sidewinder, bumblebee, sparrow, chipmunk, marmot, peacock, centipede, elephant, gadfly, anteater, whale, donkey, pheasant, lynx, lizard, raven, gull, cockroach, dingo, mallard, silkworm, ostrich, wombat, wasp, panther, cuttlefish, robin, ray, sawfish, elk, alligator, puma, dog, blue_whale, shell, rattlesnake, stork, killer_whale, copperhead, baboon, prawn, pig, frog, leopard, bat, platypus, rhinoceros, stingray, polar_bear, horse, bengal_tiger, antelope, jackdaw, finch, emu, fly, scallop, poodle, slug, harvestman, louse, blindworm, eagle, panda, racoon, gibbon, perch, vulture

Noise level: 12
Amount gain: 14
Individual: piranha, goat, perch, fin_whale, elk, jackdaw, camel, goldfish, rabbit, badger, tortoise, pheasant, blue_whale, polar_bear, midge, fly, coyote, shark, nymph, penguin, earthworm, octopus, donkey, mongoose, yak, flamingo, rooster, fox, mallard, sloth, falcon, beetle, crab, turtle, stingray, tit, moth, deer, reindeer, newt, weasel, lion, caterpillar, saurian, kiwi, hedgehog, cockroach, toucan, cow, snail, gazelle, owl, python, gecko, rhinoceros, dolphin, bee, sidewinder, duck, cottonmouth, slug, pig, barbel, aphid, mink, swallow, dachshund, sea_lion, eel, snake, eagle, pekingese, blindworm, constrictor_snake, alligator, silkworm, nightingale, shell, prawn, catfish, spider, albatross, sea_cow, pike, polecat, ladybug, iguana, rattlesnake, dingo, lobster, tiger, peacock, prairie_dog, grasshopper, chimpanzee, horse, mandril, rat
Pair: piranha, goat, sea_snake, nymph, falcon, beetle, tit, stingray, elephant, racoon, deer, reindeer, midge, fly, lion, rooster, owl, python, mammoth, flea, gull, dove, mole, red_panda, iguana, ladybug, panther, dog, scorpion, goose, bumblebee, wombat, horse, chimpanzee, fin_whale, perch, donkey, mongoose, blindworm, constrictor_snake, pony, hamster, spider, albatross, plaice, gecko, octopus, penguin, lizard, gerbil, camel, jackdaw, tiger, peacock, bullock, barracuda, wolf, wren, frog, sloth, bison, grizzly_bear, toucan, cockroach, blackbird, crab, kangaroo, vulture, prairie_dog, grasshopper, dolphin, bee, gazelle, snail, coral_snake, giraffe, dragonfly, koala, sea_cow, pike, killer_whale, walrus, haddock, centipede, lobster, dingo, chipmunk, lemur, swan, cow, snake, eel, harvestman, gibbon, rat, mandril, kiwi, saurian, puma, goldfish, scallop, porcupine, hawk, otter, whale, cottonmouth, prawn, catfish, flamingo, yak, rhinoceros, carp

Amount gain: 42
Individual: goldfish, wren, scorpion
Pair: goldfish, wren, piranha, dragonfly, donkey, killer_whale, mandril, yak, kestrel, chimpanzee, seal, weasel, lemming, boa, wombat, elephant, aphid, carp, okapi, caiman, beaver, shrimp, panther, octopus, parrot, crab, gazelle, pheasant, biddy, elk, gibbon, vulture, baboon, bison, racoon, dolphin, peacock, perch, raven, jackdaw, sea_snake, polar_bear, emu, round_worm, louse

Noise level: 13
Amount gain: 1
Individual: dachshund, nuthatch, swallowtail, turkey, termite, deer, chipmunk, salmon, goat, constrictor_snake, blindworm, pelican, wasp, caiman, perch, rabbit, elk, mouse, weasel, lemming, camel, polecat, rat, biddy, dog, kiwi, gibbon, hyena, nymph, snake, mole, pheasant, falcon, swallow, okapi, centipede, round_worm, bonobo, llama, ray, piranha, vulture, bengal_tiger, chicken, eagle, raven, porcupine, beaver, cuckoo, copperhead, boa, pig, ant, scallop, trout, gorilla, shrimp, parrot, yak, sparrow, sawfish, donkey, crocodile, poodle, tarantula, jay, prairie_dog, louse, hedgehog, squid, tiger, horse, eel, gerbil, mongoose, rooster, catfish, gull, flea, barracuda, pekingese, killer_whale, ostrich, stork, cod, mammoth, badger, clown_fish, ladybug, bear, woodpecker, goose, platypus, toad, polar_bear, sea_snake, otter, racoon, slug, sidewinder, silkworm, elephant, sea_cow, shark
Pair: dachshund, nuthatch, seal, sea_lion, moose, crocodile, blue_whale, koala, wolf, oyster, mink, copperhead, dolphin, lemming, barracuda, pekingese, puma, sheep, plaice, jackdaw, fox, bear, lemur, crow, guinea_pig, coyote, spider, shell, fin_whale, lynx, salamander, dragonfly, swift, newt, swallowtail, turkey, poodle, tarantula, frogspawn, stingray, alligator, beetle, baboon, scorpion, snail, round_worm, termite, deer, turtle, stork, zebra, donkey, hyena, nymph, salmon, chipmunk, cod, mammoth, parrot, yak, albatross, killer_whale, pheasant, mole, hamster, gecko, tiger, beaver, starfish, cuckoo, finch, skunk, llama, ray, slug, sidewinder, red_panda, bat, dog, biddy, halibut, whale, eel, horse, porcupine, bengal_tiger, clown_fish, ladybug, snake, hedgehog, penguin, walrus, boa, pig, leopard, rat, giraffe, ant, piranha, vulture, lizard, prairie_dog, constrictor_snake, blindworm, python

Amount gain: 2
Individual: polecat, fin_whale, wren
Pair: polecat, hawk, mallard, gazelle, sidewinder

Noise level: 14
Amount gain: 18
Individual: sea_lion, chameleon, octopus, termite, parrot, gerbil, lion, mouse, hyena, sea_cow, tortoise, caterpillar, shark, elk, pike, coral_snake, ostrich, polecat, piranha, deer, lemur, pigeon, fly, haddock, coyote, gorilla, midge, moose, llama, barbel, swift
Pair: sea_lion, chameleon, sidewinder, stingray, chipmunk, raven, aphid, grizzly_bear, scorpion, pekingese, mammoth, llama, bee, sea_snake, lemming, wren, snake, newt, mouse, hyena, earthworm, yak, prawn, panda, toucan, prairie_dog, racoon, gadfly, goldfish, pike, peacock, goose, ladybug, kiwi, caiman, cuckoo, badger, ostrich, parrot, termite, red_admiral, hawk, red_panda, lobster, bengal_tiger, baboon, mandril, gull, perch

Amount gain: 66
Individual: kestrel, bat, flea, koala, snake, fly, albatross, louse, falcon, salmon, porcupine, polecat, dog, swift, gecko, canary, dachshund, bonobo, octopus, rattlesnake, pheasant, moose, pelican, ostrich, sea_snake, horse, carp, lobster, panda, turtle, earthworm
Pair: kestrel, bat, spider, blackbird, dog, swift, snake, koala, termite, gecko, black_bear, tortoise, tiger, rhinoceros, saurian, panther, oyster, pig, armadillo, ray, sea_snake, horse, sea_cow, starfish, gadfly, lemur, swallow, pheasant, moose, pelican, lobster, carp, aphid, kiwi, snail, cuckoo, lemming, sperm_whale, parrot, centipede, otter, leopard, perch, ladybug, dingo, marmot, parakeet, prawn, mammoth, gazelle, wolf, sea_lion, cuttlefish, donkey, red_panda, barbel, sparrow, newt, turtle, panda, mandril, mouse, cat, gerbil, flamingo, chicken, fly, albatross, goat, mole, piranha, iguana, hamster, swan, bison, cow, gorilla, bullock, jackdaw, wasp, slug, shrimp, coral_snake, lynx, crocodile, silkworm, tapir, nuthatch, stingray, harvestman, dachshund, bonobo, lizard, hawk, zebra, pigeon, monkey

Noise level: 15
Amount gain: 5
Individual: shark, platypus, diamondback_rattlesnake
Pair: shark, ant, shrimp, nightingale, falcon, sidewinder, pelican, raven

Amount gain: 53
Individual: lion, harvestman
Pair: lion, harvestman, snail, lobster, platypus, mouse, swan, rhinoceros, flamingo, swallow, butterfly, gadfly, ostrich, diamondback_rattlesnake, llama, seal, grasshopper, midge, aphid, mule, eel, tarantula, moose, donkey, walrus, puma, lynx, hamster, albatross, jackdaw, coyote, salamander, caiman, sloth, weasel, mink, python, tapir, hyena, dingo, cockroach, constrictor_snake, okapi, toucan, reindeer, gecko, ray, goldfish, sawfish, tiger, gibbon, moth, rooster, shrimp, haddock

Noise level: 16
Amount gain: 16
Individual: pike, giraffe, centipede, beaver, skunk, beetle, red_admiral, sparrow, tarantula, grizzly_bear, cockroach, llama, fly, whale, porcupine, lizard, platypus, killer_whale, moth, ostrich, bear, cottonmouth, pigeon, grasshopper, flea, cod, shell, bumblebee, shark, fox, panther, copperhead, saurian, pony, polecat, peacock, kangaroo, lemur, owl, turtle, flamingo, bengal_tiger, lobster, sperm_whale, clown_fish, woodpecker, dolphin, barracuda, buffalo, haddock, parrot, hare, cat, vulture, mongoose, silkworm, starfish, crow, okapi, falcon, poodle, coyote, boa, wren, fin_whale, sea_cow, reindeer, turkey, gecko, shrimp, snail, monkey, penguin, wolf, blindworm, horse, diamondback_rattlesnake, rattlesnake, prairie_dog, kiwi, moose, elk, rhinoceros, tortoise, mandril, bee, chimpanzee, termite, hamster, plaice, dachshund, ray, emu, gibbon, parakeet, lynx, stingray, eel, robin, millipede, bat, bullock, ant, sidewinder, camel, mallard, trout, gazelle, hyena, stork
Pair: pike, bear, ostrich, parakeet, lynx, squid, bee, spider, mongoose, pelican, oyster, eagle, robin, salmon, lion, goat, yak, chicken, crocodile, cow, seal, lizard, platypus, grasshopper, flea, hamster, termite, swan, skunk, dragonfly, jaguar, cottonmouth, pigeon, killer_whale, moth, elephant, barbel, blue_whale, starfish, toad, mole, puma, dolphin, aphid, tiger, biddy, fin_whale, gull, elk, polar_bear, gecko, slug, red_panda, perch, scorpion, poodle, okapi, horse, diamondback_rattlesnake, flamingo, bengal_tiger, jellyfish, beetle, mule, red_admiral, wasp, badger, sperm_whale, lobster, marmot, saurian, dachshund, ray, bat, bullock, buffalo, haddock, koala, ladybug, kiwi, prairie_dog, hare, cat, millipede, vulture, llama, cockroach, penguin, pony, catfish, pheasant, nightingale, polecat, pekingese, parrot, bumblebee, shell, albatross, chimpanzee, tortoise, mandril, fox, cod, peacock, kangaroo, barracuda, woodpecker, carp, black_bear, swallow, boa, grizzly_bear, tarantula, sea_snake, copperhead, shark, whale, swallowtail, anteater, chameleon, coyote, nuthatch, iguana, octopus, harvestman, gadfly

Amount gain: 16
Individual: sloth, rhinoceros, blackbird, bat, jellyfish, elephant, puma, swan, flamingo, boa, grizzly_bear, oyster, eagle, weasel, wasp, red_admiral, squid, black_bear, flea, hamster, poodle, scorpion, python, lemur, hare, bullock, buffalo, dingo, carp, woodpecker, walrus, gull, horse, cottonmouth, blue_whale, goat, lizard, seal, frog, stingray, moose, chimpanzee, haddock, koala, otter, dragonfly, louse, toad, mallard, gerbil, nuthatch, panda, badger, sperm_whale, trout, slug, gibbon, dolphin, aphid, swallowtail, butterfly, whale, hawk, wolf, salamander, giraffe, chipmunk, piranha, swift, okapi, pelican, caterpillar, caiman, rabbit, rattlesnake, perch, kiwi, monkey, ladybug, grasshopper, platypus, coyote, catfish, pony, nightingale, pheasant, dachshund, hyena, killer_whale, pigeon, fin_whale, polar_bear, elk, goose, snake, pig, polecat, pekingese, halibut, fox, gecko, spider, bee, hedgehog, armadillo, panther, round_worm, red_panda, wren, leopard, skunk
Pair: sloth, rhinoceros, elk, polar_bear, gecko, slug, red_panda, perch, scorpion, poodle, okapi, pelican, oyster, eagle, robin, salmon, lion, goat, yak, chicken, crocodile, cow, seal, lizard, platypus, grasshopper, flea, hamster, termite, swan, skunk, dragonfly, bee, spider, mongoose, giraffe, pike, bear, ostrich, parakeet, lynx, squid, bengal_tiger, elephant, barbel, blue_whale, starfish, toad, mole, puma, dolphin, aphid, tiger, biddy, fin_whale, gull, swift, piranha, dachshund, pheasant, cottonmouth, horse, diamondback_rattlesnake, flamingo, crab, tortoise, mandril, polecat, pony, catfish, raven, goldfish, beaver, millipede, vulture, llama, cockroach, penguin, monkey, kiwi, prairie_dog, hare, cat, chimpanzee, whale, swallowtail, ladybug, black_bear, carp, dingo, constrictor_snake, kangaroo, peacock, cod, shell, albatross, jaguar, emu, gibbon, jellyfish, beetle, mule, red_admiral, wasp, badger, sperm_whale, lobster, marmot, saurian, sea_cow, reindeer, sidewinder, bat, butterfly, otter, koala, round_worm, goose, copperhead, shark, bumblebee, parrot, haddock, weasel, deer, rattlesnake, blindworm

Noise level: 17
Amount gain: 3
Individual: flea, elephant, mouse, iguana, carp, gazelle, marmot, salamander, jaguar, hedgehog, aphid, frogspawn, monkey, eagle, ant, fly, swallowtail, racoon, caterpillar, tiger, spider, ostrich, baboon, shrimp, lemur, okapi, round_worm, midge, barracuda, swift, puma, lion, crocodile, hamster, dingo, kiwi, blackbird, mink, horse, trout, dragonfly, clown_fish, otter, pig, camel, gibbon, bonobo, barbel, dog, nightingale, leopard, pigeon, caiman, stingray, moth, jellyfish, mandril, jackdaw, pony, mole, alligator, finch, nymph, seal, flamingo, ladybug, polecat, coyote, weasel, antelope, pike, shark, eel, dove, diamondback_rattlesnake, parrot, squid, rhinoceros, rooster, gerbil, sea_cow, octopus, chipmunk, oyster, grizzly_bear, termite, goldfish, toad, prawn, bat, bison, tarantula, cuttlefish, tortoise, sperm_whale, copperhead, penguin, piranha, zebra, chameleon, sidewinder, slug, tit, stork, centipede, snake, chicken, bee, emu, donkey, jay, scorpion, bumblebee, turtle, cow, giraffe
Pair: flea, elephant, caterpillar, racoon, caiman, pigeon, halibut, starfish, guinea_pig, sperm_whale, rattlesnake, pelican, sea_lion, crocodile, swallowtail, fly, sidewinder, chameleon, jaguar, hedgehog, newt, goldfish, tiger, spider, dog, gibbon, slug, zebra, millipede, marmot, parrot, diamondback_rattlesnake, deer, panther, parakeet, coyote, cockroach, hare, silkworm, coral_snake, beetle, swallow, shark, eel, python, octopus, tortoise, tarantula, perch, cottonmouth, black_bear, stingray, dragonfly, trout, finch, nymph, clown_fish, horse, peacock, ladybug, boa, mandril, copperhead, ostrich, swift, barracuda, panda, piranha, gecko, flamingo, kangaroo, emu, buffalo, seal, butterfly, polecat, blue_whale, pig, leopard, gerbil, sheep, snail, weasel, antelope, salamander, mink, penguin, okapi, dove, plaice, wolf, bee, aphid, frogspawn, sea_snake, dachshund, baboon, shrimp, round_worm, midge, goat, owl, oyster, chipmunk, gorilla, tit, cat, bear, falcon, tapir, albatross, jackdaw, wren, bonobo, mammoth, scallop, bat, bison, frog

Amount gain: 88
Individual: stork, plaice, centipede
Pair: stork, toucan, butterfly, mallard, yak, jay, swallow, wolf, dog, moose, swift, silkworm, alligator, chimpanzee, sea_snake, anteater, flamingo, woodpecker, bonobo, duck, zebra, fox, pelican, racoon, walrus, louse, copperhead, hawk, frog, sawfish, penguin, raven, baboon, kiwi, boa, monkey, caterpillar, ray, goat, crow, haddock, ant, turkey, cod, blindworm, caiman, python, fin_whale, poodle, goose, eel, bengal_tiger, squirrel, octopus, bear, ostrich, toad, badger, polecat, panther, coral_snake, rat, shell, sparrow, polar_bear, llama, pheasant, cockroach, rattlesnake, mouse, eagle, parrot, jaguar, chicken, mammoth, perch, deer, lemming, elk, sea_lion, gazelle, mongoose, puma, clown_fish, scallop, wombat, beetle, salamander, blue_whale, sloth, leopard

Noise level: 18
Amount gain: 3
Individual: stingray, squid, salamander, tit, sloth, mouse, goldfish, rattlesnake, pike, butterfly, shrimp, mole, peacock, frog, nymph, bonobo, owl, armadillo, crow, aphid, mink, gibbon, round_worm, gecko, salmon, bat, pelican, leopard, lemur, goose, elephant, grasshopper, tiger, chipmunk, caiman, wasp, chicken, woodpecker, turtle, guinea_pig, jackdaw, sea_lion, pony, constrictor_snake, dolphin, koala, marmot, sea_cow, cuttlefish, beaver, sawfish, rabbit, alligator, cuckoo, hyena, whale, okapi, rhinoceros, mongoose, moth, baboon, toad, mallard, elk, flea, swift, snake, dingo, mammoth, racoon, shark, boa, cat, goat, fox, black_bear, eagle, wombat, cow, lemming, crocodile, finch, tapir, saurian, robin, parrot, dachshund, millipede, gadfly, diamondback_rattlesnake, clown_fish, chimpanzee, blindworm, raven, pig, swallow, gorilla
Pair: stingray, squid, sparrow, tarantula, parrot, dachshund, hedgehog, newt, chipmunk, elephant, jackdaw, sea_lion, parakeet, bonobo, wren, bear, goose, salamander, polar_bear, mandril, gadfly, diamondback_rattlesnake, biddy, armadillo, dingo, alligator, midge, hamster, marmot, sea_cow, blackbird, guinea_pig, okapi, rhinoceros, gazelle, lynx, caterpillar, nuthatch, pelican, leopard, mongoose, moth, red_admiral, racoon, kiwi, reindeer, bumblebee, catfish, scallop, nymph, wolf, lemming, bengal_tiger, puma, swallowtail, dolphin, nightingale, finch, ray, turtle, lobster, black_bear, turkey, oyster, duck, whale, deer, round_worm, termite, mink, snake, swift, lizard, grizzly_bear, scorpion, robin, tapir, gibbon, blue_whale, polecat, centipede, aphid, sea_snake, crab, sheep, caiman, frog, mole, copperhead, moose, seal, eel, ant, chameleon, fly, rattlesnake, squirrel, pony, starfish, badger

Amount gain: 29
Individual: diamondback_rattlesnake, gerbil, camel, bullock, pekingese, chimpanzee, shark, baboon, chameleon, polar_bear, cod, mongoose, rabbit, coyote, tit, carp, swift, goose, marmot, crow, bonobo, gazelle, bat, frogspawn, centipede, blackbird, bee, aphid, swan, mallard, elk
Pair: diamondback_rattlesnake, mule, saurian, cuttlefish, kangaroo, trout, bumblebee, termite, sawfish, kestrel, red_panda, deer, swift, ostrich, parrot, gadfly, tiger, rat, platypus, caiman, plaice, hare, buffalo, peacock, prawn, earthworm, penguin, mammoth, walrus, gorilla, barracuda, lemming, bengal_tiger, swallowtail, coyote, scorpion, swan, vulture, giraffe, moth, reindeer, gibbon, lynx, jaguar, cat, centipede, blackbird, pony, cockroach, llama, bear, toad, dachshund, shell, biddy, rattlesnake, mandril, beetle, oyster, flea

Noise level: 19
Amount gain: 35
Individual: poodle, chipmunk, platypus
Pair: poodle, duck, bat, ostrich, tapir, jackdaw, elephant, seal, salamander, chameleon, gazelle, newt, snake, sea_cow, earthworm, mandril, sidewinder, fox, reindeer, tiger, puma, giraffe, alligator, pike, ladybug, antelope, sperm_whale, kiwi, dolphin, bear, hedgehog, parakeet, sawfish, slug, millipede, rattlesnake, carp, gecko

Amount gain: 60
Individual: sheep, wombat
Pair: sheep, wombat, mink, flamingo, dolphin, catfish, salamander, rattlesnake, millipede, buffalo, iguana, bear, polar_bear, diamondback_rattlesnake, panda, monkey, chimpanzee, tortoise, nightingale, carp, killer_whale, gerbil, earthworm, nymph, red_admiral, polecat, ladybug, turtle, ostrich, barracuda, swallowtail, snail, sea_snake, jellyfish, albatross, cuttlefish, jaguar, piranha, marmot, lion, guinea_pig, kiwi, tapir, goat, crocodile, poodle, swift, cat, toad, constrictor_snake, horse, moth, frog, red_panda, otter, sawfish, gorilla, dachshund, bengal_tiger, blindworm, frogspawn, mole

Noise level: 20
Amount gain: 2
Individual: slug, millipede, chicken
Pair: slug, baboon, butterfly, bumblebee, crocodile

Amount gain: 53
Individual: ant, rhinoceros, poodle, blindworm, anteater, crab, lemming, cod, cuckoo, louse, coyote, horse, bee, mongoose, squirrel, wren, ostrich, grasshopper, bullock, fly, jaguar, okapi, dolphin, aphid, lemur, round_worm, diamondback_rattlesnake, swan, pigeon, emu, porcupine
Pair: ant, rhinoceros, duck, pig, wasp, alligator, cow, sea_snake, fly, jaguar, earthworm, rabbit, marmot, tiger, mallard, raven, flamingo, peacock, leopard, canary, goat, dachshund, swift, swallowtail, buffalo, giraffe, slug, fox, donkey, hawk, baboon, panther, perch, antelope, walrus, wombat, caiman, hare, bear, rooster, shrimp, elephant, pelican, mongoose, jellyfish, centipede, puma, nuthatch, frogspawn, constrictor_snake, dragonfly, snail, coyote, louse, frog, gorilla, salmon, barracuda, otter, aphid, snake, panda, albatross, mole, plaice, termite, yak, scallop, mouse, prairie_dog, swan, diamondback_rattlesnake, sea_cow, koala, dove, coral_snake, reindeer, midge, bee, squirrel, dog, trout, bison, scorpion

Print sample sequences where pairs do worse

for bidx, b in enumerate(sorted(pair_aggs['noise_level_recoded'].unique().tolist())):
    data = pair_aggs[pair_aggs['noise_level_recoded']==b]
    print(f'\033[1m\033[34mNoise level: {b}\033[0m')
    sampled = data[data['amount_gain']<0].sample(2).sort_values('amount_gain')
    pairs_best = sampled.pair.tolist()
    pairs_best_agent = sampled.best_agent.tolist()
    pairs_best_seed = sampled.init_seed.tolist()
    pairs_best_gain = sampled.amount_gain.tolist()
    pbs = list(zip(pairs_best, pairs_best_agent, pairs_best_seed, pairs_best_gain))
    for idx, p in enumerate(pbs):
        print(f'\033[1mAmount gain\033[0m: {p[3]}')
        pair = p[0]+'_2_0.01179.txt'
        agent = p[1]+'_1_0.01179.txt'
        seed = p[2]
        idf = pd.read_csv(f'{log_path}/{date}/individual/{agent}')
        idf = idf[idf['init_seed']==seed]
        ilist = idf.response.tolist()
        ilast = idf.ndens0.tolist()[-1]
        pdf = pd.read_csv(f'{log_path}/{date}/pairs/{pair}')
        pdf = pdf[pdf['init_seed']==seed]
        plist = pdf.response.tolist()
        print('\033[1mIndividual\033[0m: ' + f'\033[1m\033[31m{seed}\033[0m, ' + ', '.join(ilist))
        print('\033[1mPair\033[0m: ' + f'\033[1m\033[31m{seed}\033[0m, ' + ', '.join(plist) + '\n')

Noise level: 1
Amount gain: -56
Individual: armadillo, anteater, harvestman, millipede, saurian, sea_cow, blue_whale, sperm_whale, killer_whale, fin_whale, whale, dolphin, shark, squid, cuttlefish, sawfish, sea_snake, coral_snake, diamondback_rattlesnake, cottonmouth, copperhead, rattlesnake, snake, lizard, toad, frog, salamander, turtle, tortoise, elephant, rhinoceros, giraffe, baboon, hyena, polecat, weasel, rabbit, dog, cat, poodle, dachshund, pekingese, hamster, guinea_pig, chimpanzee, bonobo, okapi, gazelle, leopard, tiger, lion, eagle, hawk, sparrow, parrot, parakeet, pheasant, deer, elk, antelope, bison, black_bear, grizzly_bear, polar_bear, red_panda, bengal_tiger, gorilla, monkey, rat, mouse, squirrel, porcupine, owl, wolf, coyote, beaver, otter, trout, salmon, halibut, plaice, lobster, crab, prawn, shrimp, oyster, scallop, shell, snail, slug, starfish, jellyfish, octopus, spider, tarantula, scorpion, panther, piranha, crocodile, alligator, eel, catfish, carp, perch, barbel, caiman, tapir, mongoose, gerbil, cockroach, louse, aphid, beetle, wasp, dragonfly, butterfly, swallowtail, red_admiral, moth, caterpillar, grasshopper, cuckoo, nightingale, dove, pigeon, goose, duck, chicken, pig, goat, cow, sheep, reindeer, walrus, chipmunk, panda, koala, wombat, dingo, platypus, kangaroo, kiwi
Pair: armadillo, anteater, harvestman, millipede, saurian, sea_cow, sperm_whale, blue_whale, fin_whale, whale, dolphin, killer_whale, polar_bear, grizzly_bear, black_bear, tapir, caiman, coral_snake, sea_snake, sawfish, cuttlefish, squid, octopus, shark, crocodile, alligator, turtle, tortoise, elephant, rhinoceros, giraffe, baboon, hyena, polecat, weasel, rabbit, dog, cat, poodle, dachshund, pekingese, hamster, guinea_pig, chimpanzee, bonobo, okapi, gazelle, leopard, tiger, lion, eagle, hawk, sparrow, parrot, parakeet, pheasant, deer, elk, antelope, bison, mammoth, gorilla, monkey, rat, mouse, toad, frog, snake, rattlesnake, cottonmouth, copperhead, diamondback_rattlesnake, jackdaw, raven, wolf, coyote, squirrel, red_panda, bengal_tiger, panda, koala, wombat, dingo, platypus, kangaroo, kiwi

Amount gain: -28
Individual: fin_whale, sperm_whale, blue_whale, whale, dolphin, killer_whale, polar_bear, grizzly_bear, black_bear, tapir, caiman, coral_snake, sea_snake, sawfish, cuttlefish, squid, octopus, shark, crocodile, alligator, turtle, tortoise, elephant, rhinoceros, giraffe, baboon, hyena, polecat, weasel, rabbit, dog, cat, poodle, dachshund, pekingese, hamster, guinea_pig, chimpanzee, bonobo, okapi, gazelle, leopard, tiger, lion, eagle, hawk, sparrow, parrot, parakeet, pheasant, deer, elk, antelope, bison, mammoth, saurian, millipede, harvestman, cockroach, tarantula, scorpion, snake, rattlesnake, cottonmouth, copperhead, diamondback_rattlesnake, jackdaw, raven, wolf, coyote, squirrel, rat, mouse, monkey, pig, goat, cow, sheep, reindeer, walrus, halibut, plaice, lobster, crab, prawn, shrimp, oyster, scallop, shell, snail, slug, starfish, jellyfish, goldfish, clown_fish, stingray, barracuda, piranha, centipede, spider, ant, wasp, dragonfly, butterfly, swallowtail, red_admiral, aphid, beetle, moth, caterpillar, grasshopper, cuckoo, nightingale, dove, pigeon, goose, duck, chicken, ostrich, platypus, koala, wombat, dingo, kangaroo, kiwi
Pair: fin_whale, blue_whale, sperm_whale, killer_whale, dolphin, whale, shark, squid, cuttlefish, sawfish, sea_snake, coral_snake, diamondback_rattlesnake, cottonmouth, copperhead, rattlesnake, snake, lizard, toad, frog, salamander, turtle, tortoise, elephant, rhinoceros, giraffe, baboon, hyena, polecat, weasel, rabbit, dog, cat, poodle, dachshund, pekingese, hamster, guinea_pig, chimpanzee, bonobo, okapi, gazelle, leopard, tiger, lion, eagle, hawk, sparrow, parrot, parakeet, pheasant, deer, elk, antelope, bison, black_bear, grizzly_bear, polar_bear, red_panda, bengal_tiger, gorilla, monkey, rat, mouse, squirrel, porcupine, owl, wolf, coyote, beaver, otter, trout, salmon, halibut, plaice, lobster, crab, prawn, shrimp, oyster, scallop, shell, snail, slug, starfish, jellyfish, octopus, anteater, armadillo, alligator, crocodile, platypus, koala, wombat, dingo, kangaroo, kiwi

Noise level: 2
Amount gain: -10
Individual: lynx, gazelle, giraffe, baboon, hyena, polecat, weasel, cat, dog, rabbit, poodle, dachshund, pekingese, hamster, guinea_pig, chimpanzee, bonobo, okapi, rhinoceros, elephant, lion, leopard, tiger, monkey, rat, mouse, toad, frog, snake, rattlesnake, cottonmouth, copperhead, diamondback_rattlesnake, sea_snake, coral_snake, sawfish, squid, cuttlefish, octopus, shark, dolphin, whale, fin_whale, sperm_whale, killer_whale, blue_whale, polar_bear, grizzly_bear, black_bear, tapir, caiman, iguana, lizard, gecko, chameleon, tarantula, scorpion, spider, ant, wasp, dragonfly, butterfly, swallowtail, red_admiral, aphid, beetle, cockroach, harvestman, millipede, saurian, anteater, armadillo, alligator, crocodile, turtle, tortoise, ostrich, parrot, parakeet, pheasant, deer, elk, antelope, bison, mammoth, gorilla, panda, red_panda, bengal_tiger, sloth, squirrel, porcupine, owl, sparrow, hawk, eagle, falcon, jaguar, puma
Pair: lynx, gazelle, giraffe, baboon, hyena, polecat, weasel, cat, rabbit, dog, goat, cow, pig, sheep, reindeer, polar_bear, grizzly_bear, black_bear, tapir, caiman, sea_snake, coral_snake, sawfish, squid, cuttlefish, octopus, shark, dolphin, whale, fin_whale, killer_whale, sperm_whale, blue_whale, sea_lion, sea_cow, millipede, harvestman, cockroach, tarantula, scorpion, snake, rattlesnake, cottonmouth, copperhead, diamondback_rattlesnake, jackdaw, raven, wolf, coyote, squirrel, rat, mouse, hamster, guinea_pig, chimpanzee, bonobo, okapi, rhinoceros, elephant, lion, leopard, tiger, monkey, gorilla, crocodile, alligator, turtle, tortoise, ostrich, parrot, parakeet, pheasant, deer, elk, antelope, bison, mammoth, saurian, anteater, armadillo, red_panda, bengal_tiger, panda, koala, wombat, dingo, platypus, kangaroo, kiwi

Amount gain: -5
Individual: lion, elephant, rhinoceros, giraffe, baboon, hyena, polecat, weasel, dog, rabbit, cat, poodle, dachshund, pekingese, hamster, guinea_pig, chimpanzee, bonobo, okapi, gazelle, leopard, tiger, monkey, rat, mouse, toad, frog, snake, rattlesnake, cottonmouth, copperhead, diamondback_rattlesnake, sea_snake, coral_snake, sawfish, squid, cuttlefish, octopus, shark, dolphin, whale, sperm_whale, killer_whale, fin_whale, blue_whale, polar_bear, grizzly_bear, black_bear, tapir, caiman, iguana, lizard, gecko, chameleon, tarantula, scorpion, spider, ant, wasp, dragonfly, butterfly, swallowtail, red_admiral, aphid, beetle, cockroach, harvestman, millipede, saurian, anteater, armadillo, alligator, crocodile, turtle, tortoise, ostrich, parrot, parakeet, pheasant, deer, elk, antelope, bison, mammoth, gorilla, panda, red_panda, bengal_tiger, sloth, squirrel, porcupine, owl, sparrow, hawk, eagle, falcon, jaguar, puma, lynx, kestrel, albatross, gull, pelican, flamingo, stork, cuckoo, nightingale, dove, pigeon, goose, duck, chicken, cow, pig, goat, sheep, reindeer, walrus, halibut, plaice, lobster, crab, prawn, shrimp, oyster, scallop, shell, snail, slug, starfish, jellyfish, goldfish, clown_fish, stingray, barracuda, piranha, centipede, platypus, koala, wombat, dingo, kangaroo, kiwi
Pair: lion, elephant, rhinoceros, giraffe, baboon, hyena, polecat, weasel, dog, rabbit, cat, poodle, dachshund, pekingese, hamster, guinea_pig, chimpanzee, bonobo, okapi, gazelle, leopard, tiger, monkey, rat, mouse, toad, frog, snake, rattlesnake, cottonmouth, copperhead, diamondback_rattlesnake, sea_snake, coral_snake, sawfish, squid, cuttlefish, octopus, shark, dolphin, whale, sperm_whale, blue_whale, fin_whale, killer_whale, halibut, plaice, lobster, crab, prawn, shrimp, oyster, scallop, shell, snail, slug, starfish, jellyfish, goldfish, cow, pig, goat, chicken, duck, goose, pheasant, deer, elk, antelope, bison, black_bear, grizzly_bear, polar_bear, red_panda, bengal_tiger, gorilla, crocodile, alligator, turtle, tortoise, ostrich, parrot, parakeet, woodpecker, squirrel, porcupine, owl, sparrow, hawk, eagle, falcon, jaguar, puma, lynx, kestrel, dragonfly, butterfly, swallowtail, red_admiral, aphid, beetle, cockroach, harvestman, millipede, saurian, anteater, armadillo, tapir, caiman, iguana, lizard, gecko, chameleon, tarantula, scorpion, spider, ant, wasp, bee, bumblebee, ladybug, skunk, coyote, wolf, raven, crow, jackdaw, albatross, gull, pelican, flamingo, stork, cuckoo, nightingale, dove, pigeon, nuthatch, tit

Noise level: 3
Amount gain: -15
Individual: chipmunk, weasel, cat, poodle, rabbit, dog, dachshund, pekingese, hamster, guinea_pig, chimpanzee, baboon, hyena, polecat, black_bear, polar_bear, grizzly_bear, killer_whale, dolphin, fin_whale, blue_whale, sperm_whale, whale, shark, cuttlefish, squid, sawfish, coral_snake, sea_snake, diamondback_rattlesnake, cottonmouth, copperhead, snake, lizard, rattlesnake, toad, frog, salamander, tortoise, turtle, elephant, rhinoceros, giraffe, okapi, bonobo, gorilla, monkey, rat, mouse, squirrel, parrot, parakeet, pheasant, deer, elk, antelope, bison, mammoth, saurian, millipede, harvestman, cockroach, tarantula, scorpion, spider, ant, wasp, dragonfly, butterfly, swallowtail, red_admiral, aphid, beetle, moth, caterpillar, grasshopper, cuckoo, nightingale, sparrow, hawk, eagle, lion, leopard, tiger, panther, piranha, crocodile, alligator, eel, catfish, prawn, shrimp, crab, lobster, jellyfish, starfish, octopus, anteater, armadillo, tapir, caiman, iguana, gecko, chameleon, mongoose, gerbil, red_panda, bengal_tiger, panda, koala, wombat, dingo, platypus, kangaroo, kiwi
Pair: chipmunk, weasel, cat, poodle, rabbit, dog, pekingese, dachshund, hamster, guinea_pig, chimpanzee, baboon, hyena, polecat, black_bear, polar_bear, grizzly_bear, killer_whale, blue_whale, fin_whale, sperm_whale, whale, dolphin, cuttlefish, squid, sawfish, coral_snake, sea_snake, diamondback_rattlesnake, cottonmouth, copperhead, snake, lizard, rattlesnake, toad, frog, salamander, tortoise, turtle, elephant, rhinoceros, giraffe, okapi, bonobo, gorilla, monkey, rat, mouse, squirrel, parrot, parakeet, pheasant, deer, elk, antelope, bison, mammoth, saurian, millipede, harvestman, cockroach, tarantula, scorpion, spider, ant, wasp, dragonfly, butterfly, swallowtail, red_admiral, aphid, beetle, moth, caterpillar, grasshopper, cuckoo, nightingale, sparrow, hawk, eagle, lion, leopard, tiger, panther, piranha, crocodile, alligator, eel, catfish, prawn, shrimp, crab, lobster, jellyfish, starfish, octopus, shark, stingray, barracuda, sidewinder

Amount gain: -9
Individual: caiman, tapir, black_bear, polar_bear, grizzly_bear, whale, sperm_whale, dolphin, killer_whale, fin_whale, blue_whale, shark, cuttlefish, squid, sawfish, coral_snake, sea_snake, diamondback_rattlesnake, cottonmouth, copperhead, lizard, rattlesnake, snake, toad, frog, salamander, tortoise, turtle, elephant, rhinoceros, giraffe, baboon, hyena, polecat, weasel, cat, dog, pekingese, rabbit, poodle, dachshund, hamster, guinea_pig, chimpanzee, bonobo, okapi, gazelle, leopard, tiger, lion, eagle, hawk, sparrow, parrot, parakeet, pheasant, deer, elk, antelope, bison, mammoth, saurian, millipede, harvestman, cockroach, tarantula, scorpion, spider, ant, wasp, dragonfly, butterfly, swallowtail, red_admiral, aphid, beetle, moth, caterpillar, grasshopper, cuckoo, nightingale, dove, pigeon, goose, duck, pig, cow, sheep, chicken, goat, reindeer, walrus, plaice, halibut, crab, lobster, prawn, shrimp, oyster, scallop, shell, snail, slug, starfish, jellyfish, octopus, anteater, armadillo, alligator, crocodile, platypus, koala, wombat, dingo, kangaroo, squirrel, rat, mouse, monkey, gorilla, panda, red_panda, bengal_tiger, sloth, sea_cow, sea_lion, pelican, flamingo, iguana, gecko, chameleon, mongoose, gerbil, lemur
Pair: caiman, tapir, black_bear, polar_bear, grizzly_bear, whale, blue_whale, fin_whale, killer_whale, dolphin, sperm_whale, cuttlefish, squid, sawfish, coral_snake, sea_snake, diamondback_rattlesnake, cottonmouth, copperhead, lizard, rattlesnake, snake, toad, frog, salamander, tortoise, turtle, elephant, rhinoceros, giraffe, baboon, hyena, polecat, weasel, dog, pekingese, cat, cow, goat, sheep, chicken, pig, duck, goose, pheasant, deer, elk, antelope, bison, mammoth, saurian, millipede, harvestman, cockroach, tarantula, scorpion, spider, ant, wasp, dragonfly, butterfly, swallowtail, red_admiral, aphid, beetle, moth, caterpillar, grasshopper, cuckoo, nightingale, sparrow, hawk, eagle, lion, leopard, tiger, monkey, rat, mouse, hamster, guinea_pig, chimpanzee, bonobo, okapi, gazelle, puma, jaguar, falcon, kestrel, albatross, parrot, parakeet, woodpecker, squirrel, red_panda, bengal_tiger, gorilla, crocodile, alligator, eel, catfish, prawn, shrimp, crab, lobster, jellyfish, starfish, octopus, shark, stingray, barracuda, piranha, centipede, chameleon, gecko, iguana, anteater, armadillo, toucan, platypus, koala, wombat, dingo, kangaroo, kiwi

Noise level: 4
Amount gain: -55
Individual: chameleon, lizard, frog, copperhead, cottonmouth, coral_snake, rattlesnake, diamondback_rattlesnake, sawfish, lobster, octopus, starfish, shark, sperm_whale, dolphin, fin_whale, killer_whale, blue_whale, whale, grizzly_bear, black_bear, polar_bear, tapir, caiman, iguana, snake, toad, sea_snake, salamander, tortoise, turtle, rhinoceros, lion, giraffe, chimpanzee, baboon, polecat, weasel, cow, dog, pekingese, dachshund, chicken, cat, hamster, guinea_pig, hyena, bonobo, okapi, gazelle, leopard, tiger, elephant, hawk, eagle, sparrow, parakeet, parrot, pheasant, elk, antelope, beaver, bison, mammoth, saurian, millipede, harvestman, cockroach, scorpion, tarantula, spider, ant, wasp, dragonfly, butterfly, swallowtail, red_admiral, aphid, beetle, moth, caterpillar, grasshopper, cuckoo, nightingale, dove, pigeon, goose, duck, mouse, pig, poodle, sheep, goat, reindeer, walrus, plaice, salmon, shrimp, prawn, crab, squid, oyster, scallop, shell, snail, slug, jellyfish, cuttlefish, goldfish, monkey, rabbit, rat, squirrel, red_panda, bengal_tiger, gorilla, alligator, crocodile, eel, catfish, carp, halibut, trout, perch, barbel, stingray, barracuda, piranha, centipede, armadillo, anteater, toucan, platypus, wombat, koala, dingo, kangaroo, kiwi
Pair: chameleon, lizard, coral_snake, rattlesnake, frog, copperhead, cottonmouth, tarantula, scorpion, cockroach, harvestman, millipede, saurian, armadillo, anteater, crocodile, alligator, shark, fin_whale, killer_whale, sperm_whale, dolphin, blue_whale, whale, walrus, grizzly_bear, black_bear, polar_bear, tapir, caiman, diamondback_rattlesnake, sawfish, shrimp, prawn, lobster, octopus, jellyfish, cuttlefish, squid, crab, starfish, spider, ant, wasp, dragonfly, butterfly, swallowtail, red_admiral, toad, sea_snake, jackdaw, polecat, chimpanzee, baboon, hyena, bonobo, giraffe, okapi, elephant, rhinoceros, lion, bengal_tiger, red_panda, squirrel, rabbit, rat, chicken, dachshund, pekingese, dog, cow, pig, sheep, poodle, monkey, gorilla, panda, wombat, koala, dingo, platypus, kangaroo, kiwi

Amount gain: -31
Individual: cottonmouth, copperhead, lizard, coral_snake, rattlesnake, toad, snake, salamander, sea_snake, diamondback_rattlesnake, sawfish, starfish, prawn, cuttlefish, shark, fin_whale, dolphin, sperm_whale, whale, blue_whale, killer_whale, grizzly_bear, black_bear, polar_bear, tapir, caiman, iguana, crocodile, alligator, tortoise, turtle, lion, elephant, giraffe, hyena, chimpanzee, polecat, weasel, rat, dachshund, rabbit, pig, poodle, pekingese, hamster, guinea_pig, baboon, bonobo, okapi, gazelle, leopard, tiger, rhinoceros, hawk, eagle, sparrow, parakeet, parrot, pheasant, beaver, deer, elk, bison, mammoth, saurian, millipede, harvestman, cockroach, scorpion, tarantula, spider, ant, wasp, dragonfly, butterfly, swallowtail, red_admiral, aphid, beetle, moth, caterpillar, grasshopper, cuckoo, nightingale, dove, pigeon, goose, duck, dog, chicken, sheep, goat, cow, reindeer, walrus, salmon, halibut, shrimp, lobster, octopus, crab, oyster, scallop, shell, snail, slug, jellyfish, squid, goldfish, monkey, mouse, cat, squirrel, red_panda, bengal_tiger, gorilla, panda, wombat, koala, dingo, platypus, armadillo, anteater, centipede, chameleon, gecko, gerbil, mongoose, lemur, sloth, sea_cow, sea_lion, pelican, flamingo, stork, vulture, jackdaw, raven, wolf, coyote, antelope, otter, plaice, trout, carp, catfish, eel, barbel, perch, louse, termite
Pair: cottonmouth, copperhead, frog, sea_snake, diamondback_rattlesnake, sawfish, octopus, crab, cuttlefish, prawn, lobster, shrimp, starfish, sperm_whale, whale, blue_whale, dolphin, fin_whale, killer_whale, grizzly_bear, black_bear, polar_bear, tapir, caiman, iguana, rattlesnake, toad, snake, coral_snake, lizard, jackdaw, polecat, chimpanzee, hyena, baboon, bonobo, giraffe, okapi, elephant, lion, rhinoceros, leopard, tiger, monkey, pekingese, pig, rat, dachshund, rabbit, chicken, sheep, goat, dog, duck, goose, pheasant, elk, deer, antelope, otter, tortoise, turtle, mouse, cat, poodle, hamster, guinea_pig, cockroach, harvestman, millipede, saurian, armadillo, anteater, crocodile, alligator, shark, stingray, barracuda, tarantula, scorpion, spider, ant, wasp, dragonfly, butterfly, swallowtail, red_admiral, aphid, beetle, moth, caterpillar, grasshopper, cuckoo, nightingale, sparrow, eagle, hawk, falcon, jaguar, puma, gazelle, camel, horse, mule, llama, ostrich, parakeet, parrot, woodpecker, squirrel, red_panda, bengal_tiger, gorilla, panda, wombat, koala, dingo, platypus, kangaroo, kiwi

Noise level: 5
Amount gain: -40
Individual: termite, millipede, harvestman, cockroach, saurian, armadillo, anteater, cuttlefish, alligator, jellyfish, polar_bear, grizzly_bear, sea_lion, whale, crocodile, shrimp, dolphin, tapir, fin_whale, bison, caiman, frog, diamondback_rattlesnake, shark, sea_snake, octopus, sperm_whale, halibut, prawn, lobster, crab, scallop, oyster, carp, blue_whale, barbel, eel, catfish, rattlesnake, tortoise, copperhead, cottonmouth, snake, jackdaw, polecat, okapi, hyena, bonobo, giraffe, zebra, baboon, dog, monkey, rhinoceros, tiger, leopard, lion, sheep, poodle, pekingese, squirrel, rabbit, guinea_pig, hamster, pig, coyote, rat, goat, cow, chicken, dachshund, reindeer, antelope, deer, beaver, black_bear, mammoth, chimpanzee, panda, bengal_tiger, red_panda, sloth, gorilla, parakeet, parrot, pheasant, goose, duck, mouse, ostrich, turtle, scorpion, gecko, toad, coral_snake, sawfish, salamander, chameleon, tarantula, lizard, spider, ant, wasp, dragonfly, red_admiral, butterfly, swallowtail, aphid, beetle, moth, caterpillar, grasshopper, cuckoo, nightingale, sparrow, eagle, hawk, falcon, jaguar, puma, gazelle, camel, horse, mule, llama, cat, wolf, raven, crow, rooster, donkey, koala, platypus, wombat, dingo, kangaroo, kiwi
Pair: termite, millipede, cockroach, harvestman, scorpion, turtle, gecko, toad, rattlesnake, tortoise, tarantula, lizard, coral_snake, frog, spider, ant, wasp, dragonfly, red_admiral, butterfly, swallowtail, diamondback_rattlesnake, snake, copperhead, cottonmouth, sidewinder, barracuda, stingray, polar_bear, grizzly_bear, bison, fin_whale, lobster, crab, salmon, plaice, carp, blue_whale, shark, sea_snake, cuttlefish, alligator, squid, starfish, sperm_whale, octopus, jellyfish, shrimp, prawn, halibut, killer_whale, whale, black_bear, deer, antelope, pheasant, goose, duck, poodle, sheep, monkey, dog, cat, rat, chicken, cow, gorilla, pig, goat, mouse, bonobo, hyena, lion, chimpanzee, okapi, polecat, giraffe, zebra, baboon, gazelle, tiger, leopard, panther, eagle, hawk, rhinoceros, chameleon, sawfish, jackdaw, raven, wolf, tapir, beaver, otter, elk, moose, buffalo

Amount gain: -8
Individual: rhinoceros, okapi, gorilla, giraffe, polecat, weasel, bonobo, elephant, squirrel, pekingese, coyote, dachshund, guinea_pig, hamster, cow, chimpanzee, zebra, baboon, lion, hyena, tiger, leopard, cat, rat, chicken, coral_snake, lizard, gecko, turtle, copperhead, cottonmouth, sawfish, diamondback_rattlesnake, snake, fin_whale, lobster, starfish, sperm_whale, polar_bear, black_bear, crocodile, sea_cow, dolphin, killer_whale, halibut, shark, blue_whale, bison, grizzly_bear, caiman, iguana, rattlesnake, toad, chameleon, scorpion, frog, spider, ant, wasp, dragonfly, red_admiral, butterfly, swallowtail, aphid, beetle, harvestman, cockroach, millipede, saurian, armadillo, anteater, squid, alligator, tortoise, tarantula, ostrich, parakeet, parrot, pheasant, antelope, deer, beaver, tapir, mammoth, dog, panda, bengal_tiger, red_panda, sloth, rabbit, porcupine, owl, sparrow, eagle, hawk, falcon, jaguar, puma, gazelle, camel, horse, mule, llama, monkey, pig, goat, poodle, duck, goose, pigeon, dove, cuckoo, nightingale, wren, finch, badger, elk, otter, salmon, crab, plaice, carp, prawn, shrimp, sea_snake, cuttlefish, scallop, oyster, shell, slug, snail, jellyfish, octopus, goldfish, clown_fish, stingray, barracuda, piranha, centipede, platypus, dingo, koala, wombat, kangaroo, kiwi
Pair: rhinoceros, gorilla, giraffe, zebra, okapi, elephant, squirrel, coyote, pekingese, sheep, monkey, rat, chicken, goat, pig, poodle, duck, goose, pheasant, antelope, deer, beaver, tapir, grizzly_bear, bison, polar_bear, black_bear, elk, otter, rattlesnake, gecko, coral_snake, lizard, copperhead, cottonmouth, snake, diamondback_rattlesnake, crab, salmon, lobster, starfish, cuttlefish, sea_snake, salamander, tortoise, toad, chameleon, sawfish, turtle, ostrich, lion, sea_cow, dolphin, carp, plaice, jellyfish, octopus, prawn, shrimp, alligator, squid, sperm_whale, armadillo, anteater, rabbit, dachshund, guinea_pig, hamster, cow, bonobo, mouse, rooster, hyena, red_panda, bengal_tiger, baboon, tiger, leopard, cat, chimpanzee, dog, parakeet, parrot, woodpecker, pigeon, dove, sparrow, eagle, hawk, falcon, jaguar, puma, gazelle, camel, horse, mule, llama, panda, shark, barbel, fin_whale, killer_whale, halibut, sea_lion, whale, blue_whale, wolf, raven, crow, jackdaw, polecat, weasel, chipmunk, walrus, crocodile, catfish, eel, trout, perch, louse, harvestman, cockroach, millipede, beetle, aphid, silkworm, caterpillar, red_admiral, butterfly, swallowtail, dragonfly, moth, slug, snail, shell, oyster, scallop

Noise level: 6
Amount gain: -33
Individual: monkey, deer, poodle, panda, sheep, tiger, dog, weasel, parrot, centipede, pig, cottonmouth, tarantula, gorilla, parakeet, bengal_tiger, chimpanzee, rooster, rat, duck, pekingese, blue_whale, elephant, killer_whale, red_panda, pheasant, dachshund, scorpion, iguana, barbel, lizard, turtle, sawfish, squid, coyote, walrus, chicken, shark, shrimp, sea_cow, sea_lion, stingray, salmon, saurian, louse, beetle, snake, ant, toad, scallop, diamondback_rattlesnake, rattlesnake, tapir, jackdaw, raven, grizzly_bear, donkey, moose, antelope, elk, bison, cat, squirrel, goat, carp, prawn, sperm_whale, plaice, dolphin, oyster, crab, eel, coral_snake, octopus, hamster, rabbit, frog, copperhead, cuttlefish, wombat, caiman, baboon, giraffe, zebra, polecat, cow, ostrich, black_bear, salamander, mouse, leopard, lion, hawk, sparrow, eagle, wren, finch, nightingale, cuckoo, stork, vulture, alligator, gecko, halibut, sea_snake, armadillo, anteater, harvestman, chameleon, spider, wasp, butterfly, red_admiral, dragonfly, swallowtail, wolf, aphid, moth, caterpillar, grasshopper
Pair: monkey, whale, starfish, blue_whale, duck, deer, poodle, cow, dog, scorpion, dachshund, snake, ant, sea_snake, gecko, lizard, turtle, moose, antelope, pig, parrot, hamster, octopus, scallop, toad, mouse, leopard, tiger, rat, goose, pekingese, guinea_pig, wombat, iguana, barbel, cottonmouth, tarantula, cockroach, dingo, kangaroo, koala, lobster, catfish, fin_whale, alligator, plaice, sperm_whale, elk, bison, pheasant, red_panda, okapi, baboon, walrus, chicken, louse, saurian, centipede, weasel, goat, squirrel, rabbit, frog, eel, crab, carp, prawn, polar_bear, killer_whale, rhinoceros, cuttlefish, black_bear, salamander, aphid, beetle, harvestman, chameleon, coral_snake, shrimp, shark, sea_cow, bonobo, wolf, hyena, otter, reindeer, buffalo

Amount gain: -13
Individual: vulture, tortoise, centipede, tarantula, frog, turtle, cottonmouth, copperhead, grizzly_bear, diamondback_rattlesnake, black_bear, jellyfish, sperm_whale, barbel, gorilla, halibut, whale, sea_snake, stingray, plaice, sea_lion, antelope, walrus, deer, hyena, crab, coral_snake, sawfish, toad, mouse, iguana, trout, monkey, baboon, dachshund, zebra, goose, polecat, bengal_tiger, donkey, poodle, rooster, leopard, cow, cat, weasel, bonobo, snake, rhinoceros, wombat, squirrel, gazelle, tiger, giraffe, lion, sparrow, eagle, hawk, parakeet, red_panda, elk, pheasant, moose, tapir, chicken, mammoth, harvestman, louse, alligator, beetle, caiman, coyote, pig, spider, parrot, pekingese, elephant, polar_bear, ostrich, oyster, lobster, carp, octopus, eel, crocodile, cuttlefish, rat, shell, slug, snail, squid, starfish, goldfish, clown_fish, blue_whale, barracuda, piranha, dog, wolf, fin_whale, prawn, catfish, salmon, shrimp, perch, killer_whale, shark, sea_cow, dingo, kangaroo, koala, rattlesnake, platypus, cockroach, dolphin, panda, gecko, hamster, armadillo, anteater, millipede, ant, chameleon, wasp, butterfly, swallowtail, red_admiral, dragonfly, saurian, aphid, moth, caterpillar, grasshopper, cuckoo, nightingale, dove, pigeon, duck, reindeer, lizard, chimpanzee, horse, camel, mule, llama, scorpion, goat, raven, crow, jackdaw, albatross, gull, pelican, flamingo, stork, woodpecker, nuthatch, tit
Pair: vulture, tortoise, pekingese, parrot, rabbit, beetle, scorpion, poodle, millipede, alligator, iguana, toad, cow, cat, gorilla, halibut, trout, monkey, bengal_tiger, polecat, panda, dolphin, dog, wolf, reindeer, duck, snake, bonobo, lion, baboon, mouse, tarantula, chameleon, ant, copperhead, grizzly_bear, rat, cuttlefish, killer_whale, black_bear, elk, pheasant, otter, moose, beaver, bison, lobster, oyster, eel, crocodile, sea_snake, stingray, sperm_whale, jellyfish, carp, octopus, parakeet, red_panda, rattlesnake, koala, dingo, kangaroo, sea_lion, plaice, shark, sea_cow, polar_bear, elephant, diamondback_rattlesnake, sawfish, fin_whale, prawn, catfish, salmon, tapir, chicken, goat, walrus, hyena, deer, donkey, rooster, rhinoceros, goose, aphid, saurian, louse, harvestman, armadillo, anteater, crab, coral_snake, platypus, cockroach, weasel, leopard, sparrow, eagle, hawk, wren, finch, nightingale, cuckoo, stork, squirrel, zebra, okapi, tiger, guinea_pig, spider, wasp, butterfly, red_admiral, dragonfly, swallowtail, moth, caterpillar, grasshopper, dachshund, chimpanzee, starfish, squid, pig, caiman, perch, shrimp, barbel, blue_whale, barracuda, piranha, centipede, scallop, cottonmouth, turtle, wombat, gecko, salamander, gerbil, mongoose, lemur, hamster, antelope, mammoth, whale, buffalo

Noise level: 7
Amount gain: -49
Individual: rabbit, dragonfly, cottonmouth, whale, vulture, poodle, alligator, red_panda, centipede, pig, rattlesnake, cuttlefish, sperm_whale, lobster, crocodile, sea_lion, halibut, louse, prawn, baboon, lemur, chameleon, panda, marmot, crab, bear, goat, rat, porcupine, frog, caiman, sloth, fin_whale, horse, ostrich, cow, tarantula, chipmunk, guinea_pig, wombat, rhinoceros, weasel, mole, grizzly_bear, mink, blue_whale, hamster, jellyfish, okapi, gazelle, sea_snake, salamander, bengal_tiger, tiger, polecat, wren, parakeet, toucan, pigeon, mammoth, elk, badger, antelope, moose, harvestman, saurian, toad, ant, chicken, woodpecker, piranha, butterfly, spider, barbel, moth, red_admiral, wasp, snail, parrot, aphid, caterpillar, grasshopper, sparrow, cuckoo, dove, reindeer, cockroach, pheasant, diamondback_rattlesnake, bison, dog, hyena, owl, octopus, sheep, trout, shrimp, armadillo, dingo, dolphin, salmon, killer_whale, chimpanzee, shark, barracuda, shell, sawfish, scallop, goose, wolf, tortoise, iguana, slug, coral_snake, hawk, coyote, eagle, ladybug, cat, monkey, panther, anteater, snake, mule, starfish, dachshund, sea_cow, rooster, termite, black_bear, squid, polar_bear, pelican, flamingo, stork, eel, jackdaw, copperhead, crow, squirrel, otter, zebra, perch, swallowtail, mallard, lizard, camel, kiwi, carp, earthworm, beetle
Pair: rabbit, dragonfly, butterfly, piranha, horse, ostrich, mole, weasel, beaver, cat, shark, barracuda, sperm_whale, cuttlefish, chameleon, panda, sea_snake, salamander, crow, squirrel, snail, parrot, alligator, poodle, grizzly_bear, rhinoceros, coral_snake, hawk, swallowtail, perch, cow, tarantula, trout, shrimp, baboon, prawn, gecko, bison, gazelle, crab, sheep, halibut, beetle, ant, badger, elk, reindeer, pigeon, goose, wombat, wolf, tortoise, okapi, jellyfish, cottonmouth, whale, lizard, camel, sea_lion, lemur, mongoose, otter, woodpecker, chicken, platypus, hyena, saurian, toad, pig, centipede, rattlesnake, kiwi, walrus, anteater, plaice, parakeet, tapir, chipmunk, guinea_pig, iguana, oyster, jackdaw, coyote, hamster, koala, ladybug, sea_cow, rooster, elephant, pony, octopus, owl, bengal_tiger, sloth, lion, polecat, eel, vulture, crocodile, porcupine, mouse, slug

Amount gain: -13
Individual: bear, barbel, sheep, weasel, mole, kangaroo, aphid, sparrow, scorpion, iguana, rabbit, walrus, woodpecker, tortoise, mongoose, lemur, guinea_pig, mouse, fin_whale, sperm_whale, toad, mammoth, parrot, sea_snake, giraffe, dingo, louse, bonobo, elk, wolf, salmon, hyena, polecat, tiger, eagle, leopard, gecko, platypus, bengal_tiger, shrimp, saurian, piranha, cockroach, earthworm, stingray, mink, raven, shark, squid, copperhead, jackdaw, crow, blue_whale, spider, panther, chimpanzee, chipmunk, antelope, owl, pig, okapi, donkey, termite, baboon, starfish, killer_whale, lobster, ostrich, llama, sea_lion, lizard, wasp, anteater, moth, swallowtail, dragonfly, red_admiral, pekingese, centipede, scallop, butterfly, caterpillar, grasshopper, finch, cuckoo, nightingale, eel, cat, rooster, chicken, oyster, otter, rattlesnake, beaver, chameleon, cottonmouth, catfish, sea_cow, ladybug, caiman, barracuda, gorilla, squirrel, goose, reindeer, pheasant, dove, blackbird, kestrel, falcon, jaguar, puma, lion, gazelle, black_bear, polar_bear, vulture, turtle, coyote, diamondback_rattlesnake, camel, goat, carp, grizzly_bear, shell, harvestman, monkey, snail, jellyfish, halibut, prawn, dolphin, perch, panda, porcupine, duck, clown_fish, coral_snake, whale, sidewinder
Pair: bear, barbel, rattlesnake, parrot, chipmunk, antelope, polecat, tiger, mallard, lemur, scallop, cockroach, lemming, tapir, rabbit, walrus, giraffe, sea_snake, hawk, wren, sparrow, kangaroo, pig, owl, rat, tarantula, mole, weasel, guinea_pig, mouse, prawn, halibut, louse, dingo, camel, goat, lion, gazelle, ostrich, killer_whale, chameleon, saurian, copperhead, shark, whale, coral_snake, earthworm, stingray, sperm_whale, fin_whale, butterfly, swallowtail, vulture, ladybug, alligator, goose, armadillo, llama, mule, dachshund, blue_whale, crow, woodpecker, tortoise, scorpion, iguana, deer, kiwi, spider, panther, baboon, starfish, pony, snake, porcupine, perch, sheep, mongoose, chicken, oyster, jellyfish, bonobo, eel, cat, marmot, toad, anteater, wasp, crab, goldfish, black_bear, chimpanzee, duck, diamondback_rattlesnake, beetle, centipede, squid, raven, wolf, elk, leopard, gecko, polar_bear, termite, harvestman, shell, shrimp, eagle, otter, bison, hare, fox, lizard, mink, pigeon, mammoth, barracuda, caiman, salmon, hyena, panda, monkey, wombat, cow, horse, gorilla, koala

Noise level: 8
Amount gain: -18
Individual: turtle, elk, bumblebee, goldfish, piranha, gorilla, sawfish, weasel, zebra, catfish, llama, dolphin, tiger, panther, polecat, sheep, sperm_whale, crab, owl, kiwi, cod, badger, pelican, hedgehog, chicken, louse, walrus, dingo, duck, tarantula, scorpion, armadillo, ant, silkworm, octopus, snake, blue_whale, skunk, wren, slug, toad, killer_whale, flea, mole, pekingese, reindeer, earthworm, clown_fish, swallowtail, lynx, prairie_dog, otter, pheasant, cuttlefish, dog, puma, donkey, guinea_pig, plaice, mule, cuckoo, salmon, starfish, sloth, snail, falcon, dragonfly, butterfly, crow, red_admiral, rattlesnake, termite, dachshund, goat, swallow, barracuda, wasp, halibut, kangaroo, aphid, eel, centipede, okapi, goose, coral_snake, pigeon, leopard, rooster, moose, giraffe, shell, coyote, peacock, tapir, barbel, lizard, rat, marmot, beaver, wolf, porcupine, ostrich, millipede, mongoose, pig, chimpanzee, cockroach, kestrel, stork, bengal_tiger, diamondback_rattlesnake, shark, saurian, hamster, grizzly_bear, sparrow, woodpecker, red_panda, wombat, ladybug, chameleon, harvestman, squirrel, polar_bear, nuthatch, deer, bee, finch, tortoise, buffalo, whale, toucan, jellyfish, monkey, black_bear, trout, koala, bonobo, sea_cow, lion, beetle, copperhead, oyster, elephant, pony, prawn, gecko, spider, alligator, iguana, jaguar, gazelle, albatross, flamingo, baboon, cottonmouth, carp, bison, mouse, eagle
Pair: turtle, elk, diamondback_rattlesnake, swallowtail, puma, gorilla, blue_whale, snake, prawn, lizard, pigeon, leopard, earthworm, reindeer, harvestman, squirrel, piranha, cuckoo, panda, weasel, killer_whale, crab, dingo, duck, sloth, plaice, caterpillar, kiwi, octopus, silkworm, camel, bengal_tiger, elephant, pony, okapi, otter, skunk, wren, fly, pig, sparrow, sawfish, toad, slug, mongoose, goose, whale, rooster, ostrich, donkey, hyena, jellyfish, starfish, salmon, wasp, halibut, catfish, zebra, cuttlefish, dog, mammoth, rat, falcon, snail, sheep, polecat, baboon, chicken, eel, centipede, vulture, peacock, dove, dragonfly, ant, coyote, badger, cod, caiman, hedgehog, woodpecker, panther, hare, kestrel, carp, owl, perch, black_bear, lemur, gerbil, mink, bonobo, scorpion, tarantula, tortoise, finch, flamingo, cockroach, horse, saurian, deer, bee, cow, rattlesnake, ladybug, chameleon, shell, giraffe, nightingale, chimpanzee, tiger, beaver, chipmunk, mule, antelope, lemming, moose, toucan, sea_lion, pheasant, parrot, sea_snake, pelican, koala, hawk, barracuda, scallop, sidewinder, platypus, gull, jaguar, louse, pekingese, mole, frog, polar_bear, rabbit, walrus, anteater, crow, copperhead, beetle

Amount gain: -2
Individual: nymph, albatross, prairie_dog, okapi, prawn, chimpanzee, whale, earthworm, bison, sloth, owl, diamondback_rattlesnake, rat, barracuda, sawfish, slug, jackdaw, deer, squirrel, ladybug, otter, wombat, shell, vulture, shark, parrot, hawk, finch, halibut, ostrich, cuttlefish, goldfish, centipede, blue_whale, copperhead, catfish, lobster, tapir, rabbit, bengal_tiger, dog, raven, frog, scallop, reindeer, bumblebee, toucan, swallowtail, rattlesnake, eagle, parakeet, chipmunk, dragonfly, piranha, marmot, lemming, carp, saurian, sheep, cod, scorpion, tortoise, salamander, wasp, giraffe, skunk, nuthatch, weasel, dove, bonobo, goose, polecat, gazelle, trout, pheasant, dachshund, lynx, coral_snake, sperm_whale, caiman, coyote, mink, anteater, wren, zebra, spider, tarantula, jellyfish, platypus, lemur, starfish, mongoose, beetle, caterpillar, chameleon, mole, butterfly, crab, baboon, salmon, red_panda, silkworm, crocodile, clown_fish, barbel, kiwi, stork, pigeon, antelope, aphid
Pair: nymph, albatross, owl, sloth, mink, anteater, sea_cow, toucan, frog, raven, perch, beetle, oyster, mongoose, coyote, caiman, eel, falcon, saurian, sheep, reindeer, bumblebee, platypus, centipede, donkey, ladybug, pheasant, trout, dragonfly, chipmunk, piranha, marmot, red_admiral, bee, elephant, silkworm, polecat, gazelle, rabbit, bengal_tiger, stingray, nuthatch, blackbird, fly, sea_snake, monkey, octopus, salamander, swan, chimpanzee, moose, pig, walrus, zebra, parrot, hawk, alligator, bonobo, rhinoceros, squid, sperm_whale, coral_snake, cuttlefish, goldfish, whale, earthworm, sparrow, otter, cockroach, cuckoo, finch, halibut, caterpillar, chameleon, duck, camel, sawfish, barracuda, starfish, crocodile, dachshund, lynx, plaice, red_panda, buffalo, rat, hare, tiger, puma, llama, harvestman, wombat, mule, panther, pelican, leopard, butterfly, crab, goose, toad, tapir, lobster, porcupine, guinea_pig, shrimp, lizard, okapi, prairie_dog

Noise level: 9
Amount gain: -95
Individual: lemur, caterpillar, cottonmouth, killer_whale, jackdaw, ladybug, dolphin, eel, bonobo, mole, newt, sheep, llama, platypus, frog, owl, beaver, weasel, red_panda, squid, cockroach, deer, gorilla, rabbit, lobster, swallowtail, salmon, pekingese, termite, nuthatch, okapi, rooster, bee, hyena, bat, hawk, lizard, gull, piranha, blackbird, alligator, jellyfish, cod, silkworm, sea_lion, swallow, donkey, frogspawn, baboon, pig, toucan, diamondback_rattlesnake, penguin, barbel, hedgehog, otter, peacock, wren, mouse, saurian, wasp, polar_bear, tarantula, earthworm, crow, red_admiral, aphid, snail, chipmunk, chameleon, copperhead, hare, walrus, dog, bullock, duck, camel, dachshund, louse, kangaroo, gerbil, moth, pony, dove, wombat, perch, tiger, starfish, haddock, kiwi, ostrich, crab, tortoise, cuttlefish, badger, albatross, vulture, octopus, fox, sidewinder, bumblebee, blue_whale, lemming, elephant, gazelle, goose, rhinoceros, mule, shrimp, flamingo, bengal_tiger, barracuda, racoon, parakeet, chicken, catfish, polecat, iguana, chimpanzee, gecko, dragonfly, hamster, tapir, bison, antelope, falcon, millipede, monkey, pheasant, salamander, black_bear, caiman, raven, ant, trout, puma, prawn, prairie_dog, snake, cuckoo, sparrow, koala, fin_whale, sloth, oyster, horse, elk, sperm_whale, bear, flea, nymph, wolf, spider, slug, scorpion, goat, sea_snake, coyote, marmot, sawfish, mallard, giraffe, plaice, moose, mink, shark, eagle, lion
Pair: lemur, caterpillar, flea, piranha, squid, red_panda, racoon, bengal_tiger, hedgehog, hyena, pekingese, killer_whale, pigeon, woodpecker, aphid, snail, panda, chipmunk, eagle, tarantula, deer, gorilla, shrimp, flamingo, salamander, chameleon, cottonmouth, hamster, bison, antelope, owl, beaver, lion, crow, swan, guinea_pig, constrictor_snake, dog, chimpanzee, gecko, alligator, jellyfish, toucan, hawk, snake, prairie_dog, rhinoceros, weasel, butterfly, fin_whale, lizard, gull, fox, octopus, vulture, dragonfly, earthworm, polar_bear, gerbil, kangaroo, goat, mouse, barracuda, cod, porcupine, wren, bullock, duck, millipede, monkey, crab, ostrich, leopard

Amount gain: -7
Individual: mule, sidewinder, beetle, dolphin, armadillo, eagle, frog, halibut, cow, salmon, plaice, owl, jellyfish, ostrich, guinea_pig, okapi, koala, dog, stingray, butterfly, falcon, snake, badger, barracuda, parrot, nymph, bat, pekingese, frogspawn, gazelle, vulture, wombat, turtle, chicken, pony, porcupine, cuckoo, stork, perch, fox, carp, moose, fin_whale, goldfish, llama, chimpanzee, nightingale, tarantula, bonobo, dingo, flea, saurian, ant, hare, goat, otter, catfish, gerbil, tiger, scallop, donkey, shrimp, sea_cow, elk, alligator, puma, killer_whale, flamingo, mongoose, chipmunk, pheasant, kestrel, caiman, salamander, whale, moth, wasp, polecat, fly, walrus, silkworm, sea_snake, grizzly_bear, dove, rhinoceros, rattlesnake, slug, toad, blue_whale, baboon, chameleon, rooster, cod, kangaroo, trout, millipede, sea_lion, hawk, shell, lizard, bumblebee, monkey, peacock, mouse, louse, mole, bullock, finch, platypus, swallowtail, bear, octopus, haddock, panda, hedgehog, cat, tapir, coral_snake, leopard, lemming, squirrel, lion, harvestman, jackdaw, jaguar, lobster, penguin, horse, weasel, iguana, parakeet, squid, prawn, cuttlefish, hamster, buffalo, nuthatch, zebra, pig, crow, prairie_dog
Pair: mule, sidewinder, crocodile, donkey, stingray, dog, piranha, slug, shrimp, sea_cow, rhinoceros, vulture, penguin, chameleon, tapir, butterfly, lemming, stork, sea_snake, grizzly_bear, walrus, silkworm, blackbird, tit, caiman, kestrel, squid, halibut, louse, mole, polar_bear, perch, parrot, nymph, leopard, armadillo, chipmunk, pheasant, squirrel, lion, okapi, guinea_pig, parakeet, iguana, frog, owl, cuckoo, porcupine, grasshopper, bonobo, constrictor_snake, red_panda, fin_whale, carp, scallop, tiger, catfish, goat, platypus, finch, gerbil, ostrich, ant, saurian, koala, copperhead, lobster, jaguar, bison, diamondback_rattlesnake, skunk, flea, poodle, fox, caterpillar, chimpanzee, bullock, mink, cod, hare, dragonfly, starfish, mouse, peacock, rooster, octopus, sea_lion, hawk, bat, pekingese, giraffe, sloth, toucan, falcon, bee, horse, dove, earthworm, gorilla, trout, dolphin, beetle, goose, pigeon, toad, rattlesnake, lynx, dingo, snake, badger, snail, reindeer, cat, panda, deer, flamingo, elk, alligator, gazelle, frogspawn, baboon, chicken, elephant, cottonmouth, salmon, plaice, mammoth, camel, millipede, shell, hyena, kiwi, pony, pelican

Noise level: 10
Amount gain: -99
Individual: goose, nuthatch, gerbil, peacock, albatross, barracuda, panther, badger, horse, emu, gecko, scallop, camel, mouse, cuttlefish, okapi, mule, ostrich, catfish, nymph, eagle, gorilla, barbel, squid, wasp, guinea_pig, sidewinder, aphid, giraffe, snail, eel, hyena, coyote, haddock, jaguar, yak, koala, round_worm, mole, harvestman, frog, piranha, mammoth, walrus, bear, antelope, wren, bison, hedgehog, raven, sloth, perch, lizard, beetle, goldfish, jellyfish, pony, fox, fly, red_admiral, seal, fin_whale, elephant, rat, newt, salamander, moth, woodpecker, donkey, jackdaw, biddy, sawfish, stork, poodle, reindeer, spider, tiger, frogspawn, alligator, midge, panda, penguin, blindworm, dragonfly, crab, chipmunk, zebra, prairie_dog, dachshund, pigeon, butterfly, buffalo, oyster, pheasant, monkey, tapir, chimpanzee, prawn, otter, grasshopper, swan, chicken, halibut, parakeet, sea_lion, black_bear, louse, flamingo, pike, starfish, bee, crow, chameleon, lobster, ant, sperm_whale, turtle, squirrel, dolphin, dog, mongoose, iguana, nightingale, rhinoceros, lemur, bullock, crocodile, killer_whale, blue_whale, skunk, pekingese, constrictor_snake, moose, carp, deer, armadillo, caiman, polar_bear, cod, sheep, termite
Pair: goose, owl, salamander, panther, barracuda, halibut, chicken, mallard, octopus, snail, giraffe, finch, porcupine, bear, walrus, rhinoceros, sawfish, baboon, poodle, yak, koala, coyote, haddock, jellyfish, goldfish, mule, okapi, weasel, tapir, turtle, hedgehog, mink, marmot, cow, round_worm, tortoise, scallop, centipede, polecat, squid, barbel, dingo

Amount gain: -42
Individual: albatross, slug, perch, pekingese, polar_bear, earthworm, nymph, horse, chameleon, crow, butterfly, hyena, dove, mammoth, goat, salmon, rooster, flamingo, kiwi, falcon, pig, cuttlefish, clown_fish, hedgehog, shell, leopard, plaice, pony, tarantula, bee, prairie_dog, lobster, sloth, nightingale, snake, coyote, peacock, gecko, lemur, prawn, louse, mink, ostrich, spider, ant, elephant, cottonmouth, shrimp, dragonfly, fly, caterpillar, scorpion, dog, pike, guinea_pig, octopus, constrictor_snake, lion, kangaroo, squid, moth, cat, skunk, pigeon, penguin, tortoise, giraffe, dingo, woodpecker, wasp, blindworm, rat, gazelle, chimpanzee, bat, carp, mole, monkey, alligator, rabbit, stork, grizzly_bear, eagle, copperhead, jellyfish, armadillo, walrus, sidewinder, camel, goldfish, badger, starfish, parakeet, saurian, swallowtail, tit, bullock, gull, anteater, panther, toucan, haddock, finch, blue_whale, wolf, halibut, zebra, python, centipede, swan, salamander, jaguar, sparrow, otter, frogspawn, silkworm, donkey, seal, black_bear, cockroach, koala, oyster, biddy, shark, llama, jackdaw, bonobo, tiger, wombat, chipmunk, coral_snake, tapir, panda, baboon, rhinoceros, grasshopper, dachshund, deer, mule, kestrel, pelican, eel, bumblebee, buffalo, ladybug, lizard, elk, fox, crab, sperm_whale, duck, cuckoo, okapi, marmot, aphid, polecat, weasel, scallop
Pair: albatross, slug, yak, lion, flamingo, kiwi, frogspawn, silkworm, dingo, woodpecker, barbel, prawn, pike, dog, blackbird, louse, pony, pekingese, pigeon, skunk, ant, spider, emu, rabbit, plaice, leopard, bonobo, tiger, beetle, sparrow, dove, hyena, rhinoceros, baboon, panda, chipmunk, centipede, swan, shell, hedgehog, shrimp, cottonmouth, fox, elk, bison, wasp, mule, deer, round_worm, chameleon, diamondback_rattlesnake, dragonfly, caiman, boa, lemur, gecko, whale, bumblebee, crab, constrictor_snake, nightingale, snake, ladybug, bat, racoon, starfish, nuthatch, stingray, killer_whale, chimpanzee, sea_cow, gerbil, tortoise, penguin, eagle, grizzly_bear, anteater, gull, copperhead, jellyfish, newt, otter, grasshopper, dachshund, goat, salmon, crow, butterfly, coyote, peacock, blue_whale, finch, armadillo, walrus, hamster, wombat, bear, llama, hawk, prairie_dog, perch, oyster, pig, falcon, shark, biddy, cod, scorpion, piranha, sawfish, cuckoo, duck, termite, ostrich, parakeet, mink

Noise level: 11
Amount gain: -129
Individual: gibbon, dingo, anteater, puma, platypus, dachshund, shrimp, woodpecker, blindworm, butterfly, mink, alligator, rhinoceros, kangaroo, tit, millipede, red_admiral, bullock, grasshopper, caterpillar, chipmunk, pigeon, emu, salamander, deer, ostrich, baboon, scorpion, snake, marmot, jellyfish, frogspawn, mammoth, bumblebee, walrus, rat, sea_lion, crow, black_bear, racoon, oyster, albatross, pike, dove, tapir, plaice, cat, eel, aphid, toucan, bison, elephant, peacock, ray, crab, sawfish, falcon, earthworm, pheasant, iguana, piranha, carp, bear, fox, tortoise, ant, newt, cow, pelican, gorilla, louse, chimpanzee, cod, python, buffalo, hyena, polar_bear, lemur, llama, prairie_dog, pekingese, clown_fish, gazelle, flamingo, coyote, barbel, cuckoo, blackbird, rattlesnake, shark, bee, scallop, poodle, lynx, penguin, shell, caiman, cottonmouth, perch, stingray, ladybug, swallowtail, sperm_whale, gecko, leopard, dolphin, seal, red_panda, biddy, slug, haddock, constrictor_snake, toad, moth, donkey, parrot, duck, monkey, hare, centipede, guinea_pig, turtle, chicken, rabbit, stork, moose, wombat, nymph, eagle, catfish, saurian, gadfly, antelope, swan, badger, wren, halibut, wasp, fly, panther, lizard, blue_whale, pig, fin_whale, chameleon, prawn, parakeet, mole, boa, mouse, reindeer, sea_cow, midge, hawk, goldfish, tiger, bat, porcupine, hamster, armadillo, finch, skunk, killer_whale, mongoose, horse, otter, beaver, round_worm
Pair: gibbon, dingo, ant, newt, midge, sea_cow, aphid, cat, emu, pigeon, carp, piranha, moose, wombat, chameleon, millipede, blackbird, crab, lobster, gazelle, goose, robin, plaice, tapir, hawk, goldfish, saurian, sea_lion, panther, gorilla, bison, toucan, shell, penguin, prairie_dog, llama, eel, ray, jay

Amount gain: -124
Individual: carp, piranha, kiwi, rattlesnake, midge, saurian, cuttlefish, grizzly_bear, racoon, salmon, sidewinder, barracuda, slug, bee, coyote, jaguar, round_worm, sheep, frogspawn, bengal_tiger, shell, alligator, blindworm, antelope, deer, gull, sea_snake, crocodile, tiger, toad, red_admiral, mink, hedgehog, buffalo, finch, moose, sawfish, lizard, caterpillar, dingo, octopus, llama, millipede, koala, jackdaw, pony, duck, seal, reindeer, chipmunk, prawn, penguin, trout, scorpion, bison, monkey, rat, rooster, albatross, pelican, constrictor_snake, goose, hyena, wombat, polecat, elephant, pekingese, parrot, panther, biddy, dragonfly, mouse, mallard, catfish, centipede, guinea_pig, falcon, snake, eel, eagle, scallop, tapir, ostrich, zebra, sloth, gazelle, goldfish, tit, swan, sparrow, grasshopper, spider, stingray, anteater, haddock, lemur, sea_cow, ant, fox, louse, porcupine, peacock, clown_fish, lobster, perch, python, vulture, swallow, nuthatch, chimpanzee, hare, rhinoceros, shark, tortoise, puma, dog, iguana, tarantula, cow, fin_whale, yak, dove, skunk, copperhead, toucan, platypus, cottonmouth, hawk, mole, okapi, camel, whale, crab, gecko, aphid, mammoth
Pair: carp, silkworm, dragonfly, zebra, sloth, pike, hamster, reindeer, chipmunk, squid, beaver, jay

Noise level: 12
Amount gain: -135
Individual: pelican, spider, moth, harvestman, mandril, polecat, yak, goldfish, bee, lizard, pheasant, wombat, rhinoceros, ray, sidewinder, snail, red_panda, guinea_pig, fox, frog, newt, red_admiral, earthworm, elk, chimpanzee, puma, snake, emu, cow, pig, coral_snake, camel, cuttlefish, mouse, antelope, lemming, cuckoo, black_bear, goose, sawfish, swan, gazelle, finch, dolphin, anteater, coyote, octopus, porcupine, silkworm, moose, bumblebee, gecko, sea_cow, hare, hedgehog, copperhead, polar_bear, mongoose, bonobo, biddy, buffalo, jaguar, toad, bat, dove, prairie_dog, aphid, bengal_tiger, hamster, plaice, lemur, mole, platypus, baboon, hawk, ladybug, caterpillar, trout, pigeon, owl, perch, falcon, starfish, rabbit, clown_fish, gibbon, prawn, gadfly, scallop, termite, flamingo, kiwi, gull, wasp, vulture, jellyfish, crab, blackbird, blindworm, cockroach, marmot, skunk, rat, gerbil, armadillo, caiman, goat, cat, monkey, parrot, diamondback_rattlesnake, midge, wolf, blue_whale, boa, whale, swallowtail, squirrel, dog, halibut, fin_whale, alligator, salamander, eel, canary, slug, centipede, saurian, louse, crocodile, deer, sea_snake, barracuda, peacock, pike, gorilla, walrus, beetle, giraffe, albatross, nightingale, racoon, mink
Pair: pelican, nymph, walrus, tiger, harvestman, hyena, red_panda, butterfly

Amount gain: -125
Individual: grizzly_bear, iguana, mammoth, ostrich, jellyfish, plaice, scallop, lion, sparrow, camel, termite, round_worm, copperhead, caterpillar, leopard, coral_snake, cuttlefish, prairie_dog, pelican, biddy, coyote, perch, sloth, giraffe, parrot, prawn, koala, sea_snake, newt, clown_fish, anteater, red_panda, fly, emu, finch, kiwi, frogspawn, carp, hamster, pigeon, puma, mongoose, polar_bear, donkey, polecat, buffalo, eel, spider, scorpion, gull, lemming, pig, wren, weasel, rhinoceros, monkey, crow, harvestman, swift, whale, elephant, gadfly, halibut, sperm_whale, lynx, okapi, cat, butterfly, mandril, sea_cow, woodpecker, cod, sea_lion, mole, armadillo, cuckoo, boa, dog, mule, dingo, snail, kangaroo, louse, red_admiral, fox, beetle, catfish, bee, kestrel, goat, tortoise, salmon, pike, penguin, hare, slug, hedgehog, nightingale, caiman, moose, python, turtle, badger, ray, mouse, millipede, salamander, elk, octopus, rat, rooster, flamingo, diamondback_rattlesnake, panda, guinea_pig, falcon, starfish, toucan, squid, swan, pony, stork, jaguar, haddock, wombat, crab, skunk, tarantula, poodle, tapir, chameleon, zebra, lizard, canary, crocodile, hyena, walrus, sheep, barbel, cockroach, dachshund, barracuda, tiger, silkworm, earthworm, chimpanzee, fin_whale, blindworm, killer_whale, wasp, shark, blue_whale, aphid, peacock, moth, goldfish, wolf
Pair: grizzly_bear, iguana, salmon, pike, beaver, beetle, sidewinder, mammoth, walrus, okapi, raven, trout, rabbit, mallard, nightingale, caiman, rat, rooster, pheasant, crow, prairie_dog, pelican, horse, fly, ladybug, wren, gorilla, guinea_pig, sea_cow, woodpecker, kestrel, catfish

Noise level: 13
Amount gain: -148
Individual: snail, bumblebee, swan, mink, porcupine, tapir, gull, wombat, iguana, gorilla, beetle, bengal_tiger, starfish, elephant, parrot, butterfly, monkey, pelican, round_worm, buffalo, goat, fly, barracuda, earthworm, panther, zebra, dragonfly, squirrel, chipmunk, killer_whale, midge, rhinoceros, wolf, lion, canary, ostrich, badger, scorpion, clown_fish, frog, scallop, octopus, flamingo, mole, biddy, eel, nymph, weasel, eagle, aphid, moose, plaice, pigeon, gazelle, sawfish, red_panda, owl, sperm_whale, chimpanzee, diamondback_rattlesnake, fox, parakeet, swift, jackdaw, sidewinder, gadfly, toad, harvestman, lobster, antelope, tortoise, newt, dolphin, jellyfish, caterpillar, rat, pony, horse, duck, polecat, dingo, frogspawn, toucan, chicken, raven, leopard, skunk, baboon, spider, sea_cow, hawk, beaver, prairie_dog, grasshopper, cod, kestrel, blindworm, prawn, wasp, grizzly_bear, coral_snake, salmon, alligator, sparrow, ray, sea_snake, red_admiral, rooster, reindeer, yak, chameleon, catfish, turtle, mallard, polar_bear, deer, rattlesnake, camel, constrictor_snake, guinea_pig, flea, shell, black_bear, bison, walrus, finch, anteater, stingray, dog, cockroach, sloth, bee, elk, dove, shark, wren, jaguar, bonobo, pheasant, woodpecker, cuckoo, donkey, slug, bullock, ant, louse, python, otter, sheep, swallowtail, gibbon, ladybug, nightingale, hamster, blackbird, cuttlefish, saurian, caiman, bat, vulture, lynx, piranha, seal
Pair: snail, bumblebee, bat, caiman, alligator, salmon, lobster, antelope, crab, sidewinder, armadillo, fin_whale, tortoise, newt, moth

Amount gain: -131
Individual: clown_fish, caiman, polecat, racoon, newt, lemur, owl, sparrow, lizard, seal, beaver, oyster, fly, rabbit, salamander, hyena, penguin, goldfish, panda, hedgehog, prairie_dog, fox, frogspawn, hare, catfish, mallard, fin_whale, eagle, monkey, panther, koala, flamingo, lobster, jay, deer, rooster, sea_snake, swallowtail, pekingese, canary, chimpanzee, dachshund, elephant, gorilla, grasshopper, scallop, python, nuthatch, coral_snake, duck, polar_bear, pike, weasel, llama, porcupine, diamondback_rattlesnake, snake, frog, silkworm, shell, slug, octopus, alligator, marmot, starfish, swan, crab, emu, cockroach, buffalo, spider, grizzly_bear, plaice, lion, bat, barracuda, zebra, platypus, millipede, lemming, cow, wasp, giraffe, termite, finch, tarantula, peacock, blackbird, red_admiral, kiwi, moth, wren, carp, chipmunk, harvestman, caterpillar, parakeet, sidewinder, donkey, black_bear, gazelle, hawk, dolphin, cuttlefish, pig, nightingale, wombat, goose, falcon, killer_whale, gull, sea_cow, prawn, bee, blindworm, tortoise, mammoth, albatross, parrot, mongoose, mole, boa, whale, guinea_pig, round_worm, reindeer, otter, haddock, armadillo, vulture, dog, snail, badger, centipede, kestrel, elk, skunk, blue_whale, moose, tit, jaguar, halibut
Pair: clown_fish, caiman, otter, reindeer, yak, hare, tiger, stork, termite, finch, dingo

Noise level: 14
Amount gain: -147
Individual: catfish, wombat, scorpion, starfish, pekingese, poodle, hamster, louse, bengal_tiger, duck, mallard, salmon, cuckoo, shell, vulture, moth, crow, moose, tit, seal, donkey, leopard, chameleon, ray, fox, swan, lynx, snail, cod, bison, gecko, chipmunk, cockroach, woodpecker, dragonfly, eel, polar_bear, jay, alligator, red_panda, beaver, flea, prawn, bat, spider, cat, elephant, sloth, dingo, mongoose, rooster, goat, fly, squirrel, barracuda, marmot, chicken, koala, fin_whale, rabbit, blue_whale, porcupine, guinea_pig, lizard, rhinoceros, iguana, slug, stingray, deer, sea_cow, mule, carp, crab, otter, aphid, boa, armadillo, dachshund, sperm_whale, black_bear, kangaroo, stork, caiman, dog, zebra, rattlesnake, finch, centipede, reindeer, elk, eagle, coral_snake, puma, ostrich, prairie_dog, anteater, canary, earthworm, ant, gerbil, lobster, caterpillar, sea_lion, bullock, blackbird, hedgehog, shrimp, turkey, tiger, camel, penguin, copperhead, pony, coyote, round_worm, grizzly_bear, nightingale, gorilla, python, mouse, midge, wren, bumblebee, racoon, beetle, robin, sidewinder, piranha, baboon, plaice, hawk, dove, crocodile, wasp, badger, parrot, raven, nymph, owl, monkey, toad, goldfish, walrus, weasel, halibut, frog, turtle, pelican, chimpanzee, swallowtail, frogspawn, barbel, shark, swift
Pair: catfish, deer, sea_cow, nightingale, gorilla, moose, crow

Amount gain: -105
Individual: shrimp, flea, bear, rabbit, elephant, mandril, prairie_dog, okapi, python, goldfish, bat, frog, pig, lion, eel, haddock, finch, antelope, blindworm, squid, butterfly, sloth, pheasant, yak, jellyfish, ant, beaver, tit, panda, tapir, sea_lion, gull, bengal_tiger, fin_whale, midge, crow, nuthatch, red_admiral, mouse, cat, pigeon, llama, mongoose, spider, slug, cod, moose, snake, cuttlefish, puma, chameleon, otter, snail, panther, pelican, elk, bumblebee, chipmunk, zebra, rattlesnake, horse, nymph, walrus, stingray, perch, newt, black_bear, beetle, crab, badger, stork, falcon, round_worm, red_panda, cuckoo, frogspawn, copperhead, halibut, gazelle, jackdaw, boa, lizard, vulture, bee, cottonmouth, squirrel, platypus, hamster, kangaroo, harvestman, raven, flamingo, wren, penguin, trout, dog, chimpanzee, fly, sperm_whale, dingo, jaguar, wasp, alligator, porcupine, louse, parakeet, wombat, grizzly_bear, millipede, canary, centipede, moth, robin, monkey, pekingese, guinea_pig, dragonfly, carp, lobster, whale, reindeer, cockroach, caterpillar, salamander, koala, parrot, eagle, pike
Pair: shrimp, flea, snail, fin_whale, robin, monkey, flamingo, spider, frog, pig, sheep, fly, mole, caiman, falcon, stork, lemming, mallard, gadfly, platypus, blue_whale, woodpecker, gibbon

Noise level: 15
Amount gain: -135
Individual: mouse, lemur, barracuda, jellyfish, giraffe, mink, jay, sea_cow, cow, clown_fish, panda, pig, lynx, falcon, sawfish, cottonmouth, coyote, gazelle, fox, gorilla, puma, centipede, hedgehog, butterfly, chicken, gecko, coral_snake, jackdaw, dingo, reindeer, elephant, moose, otter, shrimp, mule, blue_whale, carp, goose, platypus, scallop, crab, harvestman, starfish, oyster, anteater, polecat, wolf, ray, mole, black_bear, scorpion, hamster, raven, duck, baboon, tit, pelican, octopus, crocodile, shell, sidewinder, hawk, rattlesnake, dove, ant, wombat, albatross, prairie_dog, slug, sloth, okapi, louse, yak, lion, bengal_tiger, vulture, halibut, perch, mallard, gerbil, dachshund, dog, gibbon, nymph, bonobo, cuckoo, rabbit, blindworm, beetle, crow, pheasant, aphid, frog, red_admiral, goat, termite, sperm_whale, racoon, mongoose, stingray, caterpillar, wren, zebra, biddy, mammoth, whale, cat, gadfly, buffalo, snake, bison, dragonfly, fly, rooster, owl, barbel, lobster, sea_lion, polar_bear, bear, emu, pony, cuttlefish, silkworm, bumblebee, rhinoceros, lemming, moth, chimpanzee, swallowtail, wasp, skunk, pigeon, tarantula, cod, goldfish, swift, salmon, alligator, llama
Pair: mouse, lemur, platypus, goose, killer_whale

Amount gain: -124
Individual: armadillo, shark, toad, rooster, gadfly, chameleon, buffalo, frogspawn, whale, tapir, nightingale, blindworm, blackbird, stork, platypus, clown_fish, swallowtail, bee, mule, wombat, mongoose, emu, bear, pony, ant, butterfly, anteater, aphid, dingo, tit, mallard, piranha, eagle, caterpillar, grasshopper, hyena, lion, frog, gorilla, hedgehog, penguin, shell, copperhead, perch, jackdaw, cuttlefish, bat, chipmunk, caiman, raven, crocodile, weasel, millipede, deer, squirrel, kestrel, falcon, lemur, owl, antelope, nymph, lynx, cod, octopus, hawk, oyster, goat, porcupine, otter, prairie_dog, salmon, alligator, cuckoo, cockroach, louse, squid, koala, round_worm, bumblebee, turtle, moth, ostrich, parakeet, hare, barbel, scallop, fox, donkey, wasp, vulture, sloth, pigeon, python, tarantula, sea_cow, pelican, centipede, toucan, gecko, rat, fin_whale, diamondback_rattlesnake, snake, silkworm, panda, flea, finch, bengal_tiger, mole, tortoise, gibbon, puma, gull, reindeer, racoon, duck, tiger, dolphin, trout, rattlesnake, barracuda, eel, canary, killer_whale, walrus, cow, marmot, bullock, rhinoceros, zebra, elk, bison, chicken, seal, scorpion, peacock, coral_snake
Pair: armadillo, shark, finch, flea, wren, tapir, stingray, lemming, goat, lemur, prairie_dog, otter, blue_whale

Noise level: 16
Amount gain: -151
Individual: snail, goose, aphid, gadfly, rat, panther, woodpecker, wolf, elk, stingray, bumblebee, ant, caterpillar, antelope, tarantula, flea, bat, mallard, termite, caiman, anteater, finch, gull, fox, hare, eel, barbel, polar_bear, beaver, mink, starfish, koala, squirrel, cat, spider, toucan, donkey, mouse, silkworm, hamster, bison, stork, frog, saurian, horse, owl, fly, kangaroo, black_bear, kestrel, centipede, iguana, plaice, moose, trout, zebra, biddy, eagle, gecko, rabbit, coyote, mongoose, yak, pig, pigeon, sea_snake, haddock, coral_snake, clown_fish, okapi, dog, mule, salmon, fin_whale, shell, marmot, killer_whale, jay, sparrow, frogspawn, dove, perch, buffalo, armadillo, squid, goat, hawk, rooster, canary, blindworm, grasshopper, red_admiral, sawfish, lemur, sperm_whale, boa, cod, octopus, moth, walrus, pony, tiger, red_panda, lobster, parakeet, catfish, gorilla, pike, scorpion, bengal_tiger, crow, porcupine, harvestman, sloth, lynx, guinea_pig, bee, grizzly_bear, nuthatch, panda, newt, weasel, llama, millipede, round_worm, swan, toad, bear, pelican, prawn, pheasant, duck, ostrich, earthworm, swift, rattlesnake, swallowtail, mammoth, jackdaw, giraffe, sea_cow, seal, chimpanzee, tapir, baboon, tortoise, platypus, tit, bullock, louse, prairie_dog, constrictor_snake, lion, whale, kiwi, swallow, reindeer
Pair: snail, goose, plaice, moose, piranha, cat

Amount gain: -118
Individual: badger, rooster, parakeet, polecat, fly, stork, tiger, chimpanzee, tit, emu, giraffe, constrictor_snake, swallowtail, moth, robin, silkworm, cow, anteater, woodpecker, wasp, sawfish, mole, lemur, blue_whale, platypus, grizzly_bear, pelican, termite, deer, cat, dingo, hedgehog, raven, pig, cottonmouth, swallow, weasel, rhinoceros, bison, oyster, nuthatch, shrimp, turkey, gadfly, wren, jellyfish, saurian, bonobo, dragonfly, clown_fish, flamingo, blindworm, stingray, boa, caterpillar, sparrow, tarantula, lemming, diamondback_rattlesnake, wolf, dog, black_bear, midge, frog, killer_whale, whale, reindeer, butterfly, grasshopper, alligator, fox, caiman, marmot, crab, goldfish, cuckoo, scorpion, barracuda, louse, donkey, bumblebee, perch, trout, pigeon, lobster, bengal_tiger, starfish, tapir, lion, racoon, aphid, puma, crow, sea_lion, walrus, eel, llama, squid, armadillo, copperhead, mongoose, prairie_dog, sea_cow, hare, goose, shell, poodle, antelope, hamster, parrot, dachshund, toucan, pheasant, biddy, eagle, hawk, monkey, pony, cod, bear, swan, gerbil, gibbon, crocodile, mammoth, nymph, finch, yak, otter, ostrich, salmon, chicken, blackbird, octopus, duck, cuttlefish, turtle, jackdaw, hyena, sperm_whale, jaguar, chameleon, leopard, sidewinder, squirrel, pike, guinea_pig, pekingese, millipede, mouse, iguana, porcupine, vulture, red_admiral, plaice, lizard, sheep, coyote, zebra, coral_snake, earthworm, snake, horse, spider, baboon, cockroach, red_panda
Pair: badger, sperm_whale, stingray, frog, killer_whale, weasel, swallow, flea, frogspawn, giraffe, constrictor_snake, kangaroo, boa, swan, grasshopper, platypus, grizzly_bear, oyster, bison, slug, black_bear, squid, llama, sparrow, caterpillar, goat, bat, jellyfish, saurian, dachshund, turkey, bengal_tiger, lobster, marmot, reindeer, sidewinder, robin, salmon, ostrich, parakeet, polecat, pekingese, guinea_pig, millipede, mouse, python, wasp, red_admiral, plaice

Noise level: 17
Amount gain: -118
Individual: earthworm, pike, koala, bear, ray, coyote, barbel, scorpion, copperhead, slug, hedgehog, eagle, cockroach, kangaroo, armadillo, bumblebee, emu, goat, rooster, barracuda, round_worm, pheasant, tarantula, duck, dachshund, red_admiral, jellyfish, elk, mink, parakeet, snake, turtle, saurian, shrimp, anteater, lemming, moth, giraffe, swan, finch, sidewinder, wasp, okapi, camel, stingray, swallowtail, frog, salmon, dog, flamingo, reindeer, chicken, cow, beaver, pigeon, louse, cottonmouth, sawfish, moose, lemur, horse, rhinoceros, midge, caterpillar, python, chimpanzee, blindworm, mongoose, badger, deer, falcon, pig, starfish, baboon, centipede, fox, squirrel, jay, ant, killer_whale, dove, bullock, panther, kestrel, clown_fish, stork, millipede, silkworm, cat, raven, plaice, boa, wombat, sea_lion, puma, prairie_dog, dingo, hamster, tortoise, tit, caiman, panda, beetle, bengal_tiger, polecat, sheep, shark, llama, termite, tiger, squid, spider, buffalo, mandril, walrus, gorilla, mammoth, iguana, crab, vulture, jaguar, otter, carp
Pair: earthworm, pike, constrictor_snake, starfish, seal

Amount gain: -74
Individual: panda, slug, eagle, pigeon, koala, beetle, midge, chameleon, squid, polar_bear, mink, carp, sea_lion, gadfly, coyote, rooster, jellyfish, diamondback_rattlesnake, fly, jay, canary, toucan, kangaroo, polecat, scorpion, lemur, barbel, caiman, pig, parakeet, harvestman, earthworm, prawn, racoon, beaver, spider, okapi, piranha, deer, badger, haddock, sheep, ant, donkey, gerbil, swallow, pony, ladybug, flea, mule, lizard, saurian, sparrow, nuthatch, tiger, red_admiral, killer_whale, bonobo, marmot, chimpanzee, penguin, wasp, louse, cuttlefish, trout, catfish, cockroach, dingo, gorilla, cuckoo, whale, swan, sperm_whale, tapir, anteater, oyster, sea_snake, stingray, turkey, buffalo, tortoise, prairie_dog, guinea_pig, silkworm, caterpillar, round_worm, reindeer, dog, bullock, falcon, shell, finch, rattlesnake, weasel, biddy, poodle, clown_fish, armadillo, termite, peacock, raven, crow, cow, pekingese, monkey, fox, flamingo, coral_snake, centipede, mandril
Pair: panda, sperm_whale, swan, centipede, flamingo, butterfly, catfish, weasel, finch, salmon, bee, starfish, cuckoo, gibbon, rabbit, constrictor_snake, cow, baboon, donkey, woodpecker, poodle, vulture, alligator, grizzly_bear, canary, bat, crow, tortoise, buffalo, wombat, gadfly, puma, pony, chipmunk, pigeon, wolf

Noise level: 18
Amount gain: -134
Individual: wolf, haddock, trout, baboon, eel, salamander, reindeer, mole, guinea_pig, constrictor_snake, plaice, horse, gorilla, yak, weasel, swift, marmot, koala, gibbon, python, lemur, rooster, lion, gull, sea_lion, ladybug, llama, deer, midge, kestrel, monkey, hawk, finch, mule, saurian, tapir, iguana, gerbil, red_panda, canary, lemming, jackdaw, newt, mandril, penguin, nuthatch, sidewinder, buffalo, frog, bat, centipede, robin, kiwi, mongoose, pigeon, turkey, duck, chameleon, kangaroo, sperm_whale, rat, pelican, tiger, badger, cottonmouth, prairie_dog, millipede, mink, puma, barracuda, sea_cow, spider, eagle, walrus, biddy, anteater, goose, fin_whale, blindworm, armadillo, goldfish, beaver, lobster, crow, cow, camel, ray, giraffe, shark, salmon, gecko, wombat, tortoise, swallow, parrot, poodle, jellyfish, mallard, dog, starfish, jaguar, hyena, whale, wasp, squirrel, pig, dragonfly, moth, gadfly, hamster, cat, mammoth, coyote, cuckoo, pekingese, swallowtail, dove, shrimp, stork, sheep, polar_bear, boa, fly, rabbit, leopard, woodpecker, seal, bonobo, blue_whale, swan, chipmunk, catfish, piranha, pheasant, crocodile, tit, sea_snake, otter, racoon, stingray, bee, shell, silkworm, wren, antelope, grasshopper, elk, toucan, skunk, nightingale, dolphin, cockroach
Pair: wolf, haddock, sawfish, okapi, pigeon, mongoose, prairie_dog, millipede, pony, tapir, red_admiral, halibut, ray, giraffe, gadfly, hamster, seal, bonobo

Amount gain: -125
Individual: cockroach, pelican, slug, monkey, sea_lion, nightingale, barracuda, bullock, panther, fin_whale, otter, coyote, scorpion, wombat, scallop, fox, sea_cow, polar_bear, mandril, beetle, cuckoo, llama, koala, gorilla, owl, millipede, sawfish, earthworm, blackbird, sparrow, pike, harvestman, dove, cat, piranha, penguin, sloth, mole, newt, pigeon, kiwi, pheasant, bengal_tiger, goldfish, grasshopper, red_admiral, swallowtail, hyena, platypus, panda, hedgehog, weasel, centipede, ant, dog, cottonmouth, sidewinder, lobster, rabbit, oyster, poodle, rooster, giraffe, grizzly_bear, swan, fly, mouse, lynx, goose, elephant, nymph, bee, cow, stork, boa, walrus, starfish, coral_snake, perch, ray, bison, albatross, constrictor_snake, stingray, elk, tiger, bonobo, turkey, snake, moth, biddy, swift, catfish, louse, buffalo, duck, vulture, prairie_dog, anteater, nuthatch, mammoth, rattlesnake, polecat, blindworm, puma, caterpillar, raven, racoon, parrot, baboon, butterfly, lizard, donkey, gazelle, plaice, frogspawn, squirrel, mink, salmon, diamondback_rattlesnake, dragonfly, midge, wren, chipmunk, camel, gull, parakeet, caiman, dachshund, turtle, chameleon, finch, skunk, gadfly, flea, dolphin, cuttlefish, armadillo, trout, emu, dingo, eel, ostrich, snail
Pair: cockroach, trout, emu, sea_lion, nightingale, ant, dog, beetle, cuckoo, buffalo, duck, gorilla, koala, gazelle, donkey, snail, ostrich, gibbon, pigeon

Noise level: 19
Amount gain: -124
Individual: pheasant, owl, deer, baboon, cottonmouth, pig, grasshopper, antelope, wren, seal, panda, jaguar, rhinoceros, jay, perch, louse, mandril, cuttlefish, catfish, snake, gecko, slug, kiwi, barracuda, hedgehog, wasp, polar_bear, bee, prairie_dog, butterfly, eel, walrus, beetle, ant, weasel, saurian, toad, alligator, black_bear, swift, parakeet, silkworm, leopard, bat, bonobo, horse, bear, shrimp, ray, emu, rooster, termite, cockroach, hamster, pike, sea_lion, sparrow, starfish, rabbit, caterpillar, gadfly, vulture, sea_snake, mink, dolphin, biddy, woodpecker, killer_whale, haddock, dove, hyena, spider, cuckoo, kestrel, robin, millipede, plaice, mammoth, lion, mouse, cow, elephant, salamander, goldfish, raven, shell, ostrich, chameleon, llama, clown_fish, rattlesnake, squid, moose, goat, snail, stingray, aphid, fox, cat, panther, earthworm, coyote, parrot, pekingese, red_panda, zebra, mule, fin_whale, coral_snake, oyster, canary, bullock, iguana, mallard, blue_whale, camel, goose, dragonfly, flea, turtle, albatross, peacock, dingo, eagle, newt, koala, blackbird, chicken, harvestman, gazelle, duck, porcupine, rat, pony, chimpanzee, octopus, reindeer, grizzly_bear, halibut, salmon, swallow, python, nymph, nuthatch, crocodile, tiger, bengal_tiger, beaver, jellyfish
Pair: pheasant, wolf, goldfish, rhinoceros, jaguar, giraffe, eel, bear, shrimp, haddock, killer_whale, dolphin, mink, aphid, stingray, guinea_pig, polar_bear, centipede, albatross, frogspawn, dove, buffalo, silkworm, chameleon, ostrich

Amount gain: -108
Individual: dolphin, hawk, cottonmouth, puma, black_bear, donkey, frog, squirrel, mammoth, beaver, coral_snake, panda, chameleon, sea_cow, turtle, wren, moose, barracuda, halibut, jellyfish, mouse, squid, hamster, rattlesnake, midge, vulture, coyote, termite, sheep, sea_snake, zebra, leopard, cow, racoon, starfish, nightingale, trout, skunk, gibbon, louse, crab, butterfly, cat, lizard, otter, crow, armadillo, robin, pheasant, eel, clown_fish, killer_whale, rat, pig, bat, guinea_pig, owl, sloth, iguana, crocodile, jay, salamander, ladybug, fin_whale, piranha, sidewinder, spider, saurian, kestrel, diamondback_rattlesnake, eagle, goat, lemming, octopus, snake, ostrich, ant, centipede, finch, snail, cuckoo, pekingese, rhinoceros, stingray, reindeer, pike, silkworm, flea, koala, turkey, red_admiral, scorpion, mallard, python, toucan, swift, cod, pony, jaguar, albatross, hare, mule, gadfly, parrot, red_panda, gecko, deer, carp, mole, shrimp, aphid, scallop, bullock, wolf, nuthatch, mongoose, beetle, bison, gazelle, ray, harvestman, toad, horse, monkey, bonobo, wasp, rooster, parakeet, grasshopper, buffalo, woodpecker, chimpanzee, swallow, tortoise, chipmunk, cockroach, lynx, salmon, cuttlefish
Pair: dolphin, hawk, grasshopper, parakeet, swift, toucan, seal, ostrich, chameleon, sea_cow, nightingale, trout, dragonfly, mouse, cow, leopard, silkworm, pike, sea_lion, duck, gazelle, bison, clown_fish, eel, butterfly, crab, perch, newt, goat, eagle, dingo

Noise level: 20
Amount gain: -101
Individual: pig, deer, bumblebee, skunk, crocodile, polar_bear, black_bear, squirrel, prairie_dog, tiger, stingray, mink, pekingese, chicken, buffalo, mammoth, albatross, beetle, frog, porcupine, gazelle, hyena, wombat, crow, biddy, harvestman, haddock, seal, sidewinder, nightingale, gorilla, shark, badger, sawfish, lemming, tapir, silkworm, mandril, catfish, piranha, antelope, chimpanzee, ant, emu, prawn, scorpion, chameleon, shell, sea_cow, salmon, goose, mule, wren, rooster, crab, pelican, bat, camel, finch, eagle, perch, pony, swan, moose, ray, spider, parrot, grizzly_bear, snail, cuttlefish, diamondback_rattlesnake, hawk, eel, chipmunk, carp, reindeer, puma, zebra, monkey, bengal_tiger, cottonmouth, termite, dove, grasshopper, saurian, barbel, blackbird, alligator, panther, dragonfly, guinea_pig, salamander, panda, bee, barracuda, fox, toad, falcon, yak, kiwi, llama, pheasant, rat, coral_snake, parakeet, lion, sloth, otter, nuthatch, moth, octopus, walrus, clown_fish, red_panda, gecko, cockroach, elephant, jay, scallop, cow, killer_whale, boa, caterpillar, beaver, canary, gadfly, squid, jaguar, rattlesnake, nymph, dog, caiman
Pair: pig, cuckoo, buffalo, dog, nymph, iguana, kestrel, saurian, finch, plaice, mink, termite, cottonmouth, pigeon, donkey, flamingo, louse, aphid, crab, goat, emu, giraffe, cuttlefish, racoon, chimpanzee, porcupine, frog, coral_snake, ant, falcon, yak

Amount gain: -97
Individual: pekingese, chicken, trout, flamingo, pelican, lizard, mandril, gazelle, dog, diamondback_rattlesnake, millipede, python, swallow, vulture, eel, racoon, whale, jackdaw, parrot, skunk, silkworm, gull, crow, guinea_pig, bat, wolf, biddy, pony, piranha, alligator, flea, elephant, starfish, nightingale, dingo, saurian, caterpillar, gecko, antelope, chipmunk, buffalo, jaguar, dachshund, red_admiral, albatross, hare, puma, rhinoceros, bengal_tiger, polar_bear, otter, lion, gerbil, penguin, turtle, octopus, toucan, monkey, deer, frogspawn, mallard, tapir, prawn, hawk, jay, newt, boa, seal, canary, bison, crab, emu, toad, finch, sperm_whale, leopard, jellyfish, earthworm, porcupine, horse, duck, goat, mink, nymph, snail, goldfish, elk, prairie_dog, sidewinder, mammoth, termite, zebra, beaver, rabbit, fox, tarantula, aphid, donkey, swift
Pair: pekingese, rattlesnake

Bottom line: diversity can help avoiding local minima in the space. However, it can occasionally contribute to speeding up convergence towards those local minima (something that is not a local minimum for an agent, which names is, may be so for others).

Plot some individual trial

fig, ax = plt.subplots(nrows=20, ncols=5, figsize=(20,50))
for bidx, b in enumerate(sorted(pair_aggs['noise_level_recoded'].unique().tolist())):
    data = pair_aggs[(pair_aggs['noise_level_recoded']==b) & (pair_aggs['amount_gain']<100) \
                     & (pair_aggs['amount_gain']>-100)]
    bests = data[['pair', 'amount_gain', 'best_agent', 'init_seed']].sample(n=5).sort_values('amount_gain')
    pairs_best = bests.pair.tolist()
    pairs_best_agent = bests.best_agent.tolist()
    pairs_best_seed = bests.init_seed.tolist()
    pairs_best_gain = bests.amount_gain.tolist()
    pbs = list(zip(pairs_best, pairs_best_agent, pairs_best_seed, pairs_best_gain))
    for idx, p in enumerate(pbs):
        pair = p[0]+'_2_0.01179.txt'
        agent = p[1]+'_1_0.01179.txt'
        seed = p[2]
        if p[1] == pair_aggs['agent_0'].iloc[0]:
            pbs = 'prob0'
        else:
            pbs = 'prob1'
        idf = pd.read_csv(f'{log_path}/{date}/individual/{agent}')
        sns.lineplot(data=pdf[pdf['init_seed']==seed].reset_index(),
                     y=pbs, 
                     x=range(pdf[pdf['init_seed']==seed].shape[0]),
                     label='pair', 
                     ax=ax[(bidx, idx)], 
                     color=sns.color_palette('vlag')[-1])
        pdf = pd.read_csv(f'{log_path}/{date}/pairs/{pair}')
        sns.lineplot(data=idf[idf['init_seed']==seed].reset_index(),
                     y='prob0', 
                     x=range(idf[idf['init_seed']==seed].shape[0]),
                     label='best', 
                     ax=ax[(bidx, idx)], 
                     color=sns.color_palette('vlag')[0])
        ax[(bidx, idx)].set_ylabel('jump')
        ax[(bidx, idx)].legend(loc='lower right')
        if idx == 2:
            ax[(bidx, idx)].set_title(f'Diversity level: {b}', y=1.002)
plt.tight_layout()
plt.show()

Check where trials end

This shows that, for higher ends of the noise level spectrum, there are more "dead ends".

animals = pd.read_csv(f'{models_path}/animal_list.csv').rename({'Animals': 'last_response_pair'}, axis=1)
for idx in range(20):
    if idx == 0:
        ext_animals = animals
    else:
        ext_animals = pd.concat([ext_animals, animals])
ext_animals['noise_level_recoded'] = list(itertools.chain(*[[nlr] * 240 for nlr in range(1,21)]))

counted_last = pair_aggs.groupby(['noise_level_recoded', 
                                  'last_response_pair'])['pair'].count().reset_index()
counted_last.rename({'pair': 'frequency'}, axis=1, inplace=True)
counted_last = counted_last.merge(ext_animals, 'outer')
counted_last['frequency'] = counted_last['frequency'].fillna(0)
counted_last['log_frequency'] = np.where(counted_last['frequency']!=0, 
                                         np.log10(counted_last['frequency']), 
                                         0)

/home/roberta/venvs/dl_test/lib/python3.8/site-packages/pandas/core/arraylike.py:358: RuntimeWarning: divide by zero encountered in log10
  result = getattr(ufunc, method)(*inputs, **kwargs)

f = sns.FacetGrid(data=counted_last, 
                  col='noise_level_recoded', col_wrap=1,
                  height=1.5, aspect=3)
f.map(sns.histplot, 'log_frequency', binwidth=.2)
for idx, a in enumerate(f.axes):
    if idx >= 15:
        a.set_xlabel(f'log10 frequency')
    a.set_ylabel('count')
f.set_titles('Noise level: {col_name}')
plt.show()

Visualize some trials in vector space

import umap.umap_ as umap
from sklearn.preprocessing import StandardScaler
reducer = umap.UMAP(n_neighbors=5, min_dist=0.1)

for bidx, b in enumerate(sorted(pair_aggs['noise_level_recoded'].unique().tolist())):
    
    # Sample some trials
    data = pair_aggs[(pair_aggs['noise_level_recoded']==b) & (pair_aggs['amount_gain']==0)]
    if data.shape[0] > 0:
        data = data.sample(n=2).sort_values('amount_gain')
        pairs_sampled = data.pair.tolist()
        pairs_sampled_agent = data.best_agent.tolist()
        pairs_sampled_seed = data.init_seed.tolist()
        pairs_sampled_gain = data.amount_gain.tolist()
        ps = list(zip(pairs_sampled, pairs_sampled_agent, 
                       pairs_sampled_seed, pairs_sampled_gain))

        for idx, (pair, agent, seed, gain) in enumerate(ps):
            # Get reference space
            space = pd.read_csv(f'{models_path}/{date}/noised_vectors/{agent}.tsv', sep='\t', index_col=0)
            animal_dict = dict(zip(space.index, 
                               range(len(space.index))))
            scaled_space = StandardScaler().fit_transform(space)
            embedding = reducer.fit_transform(scaled_space)

            # Read in files and extract named animals
            idf = pd.read_csv(f'{log_path}/{date}/individual/{agent}_1_0.01179.txt')
            idf = idf[idf['init_seed']==seed]
            pdf = pd.read_csv(f'{log_path}/{date}/pairs/{pair}_2_0.01179.txt')
            pdf = pdf[pdf['init_seed']==seed]

            named_individual = idf.seed.tolist() + [idf.response.tolist()[-1]]
            named_idx_individual = [animal_dict[i] for i in named_individual]
            xs_individual = [embedding[n,0] for n in named_idx_individual]
            ys_individual = [embedding[n,1] for n in named_idx_individual]

            named_pair = pdf.seed.tolist() + [pdf.response.tolist()[-1]]
            named_idx_pair = [animal_dict[i] for i in named_pair]
            xs_pair = [embedding[n,0] for n in named_idx_pair]
            ys_pair = [embedding[n,1] for n in named_idx_pair]

            # Plot trial
            f, ax = plt.subplots(figsize=(35,20))
            plt.scatter(embedding[:,0], embedding[:,1], color='grey')
            for idx, e in enumerate(embedding):
                if space.index[idx] == seed:
                    plt.annotate(f'start: {space.index[idx]}', e, fontsize=20, 
                                 weight='bold')
                elif space.index[idx] == named_individual[-1]:
                    plt.annotate(f'{space.index[idx]}: end', e+0.03, fontsize=20, 
                                 weight='bold', color='darkblue')
                elif space.index[idx] == named_pair[-1]:
                    plt.annotate(f'{space.index[idx]}: end', e+0.03, fontsize=20, 
                                 weight='bold', color='darkorange')
                else:
                    plt.annotate(space.index[idx], e, fontsize=14)
            for idx in range(len(xs_individual)-1):
                plt.arrow(x=xs_individual[idx], 
                          y=ys_individual[idx], 
                          dx=xs_individual[idx+1]-xs_individual[idx],
                          dy=ys_individual[idx+1]-ys_individual[idx],
                          shape='full', lw=2,
                          length_includes_head=True, head_width=.05, 
                          color='darkblue')
            for idx in range(len(xs_pair)-1):
                plt.arrow(x=xs_pair[idx], 
                          y=ys_pair[idx], 
                          dx=xs_pair[idx+1]-xs_pair[idx],
                          dy=ys_pair[idx+1]-ys_pair[idx],
                          shape='full', 
                          lw=1,
                          length_includes_head=True, 
                          head_width=.05, 
                          color='darkorange')

            plt.title(f'Noise level {b}, gain: {gain}', 
                      fontsize=20, weight='bold')
            plt.show()

---------------------------------------------------------------------------
ValueError                                Traceback (most recent call last)
<ipython-input-194-2a9b702a9322> in <module>
      4     data = pair_aggs[(pair_aggs['noise_level_recoded']==b) & (pair_aggs['amount_gain']==0)]
      5     if data.shape[0] > 0:
----> 6         data = data.sample(n=2).sort_values('amount_gain')
      7         pairs_sampled = data.pair.tolist()
      8         pairs_sampled_agent = data.best_agent.tolist()

~/venvs/dl_test/lib/python3.8/site-packages/pandas/core/generic.py in sample(self, n, frac, replace, weights, random_state, axis)
   5348             )
   5349 
-> 5350         locs = rs.choice(axis_length, size=n, replace=replace, p=weights)
   5351         return self.take(locs, axis=axis)
   5352 

mtrand.pyx in numpy.random.mtrand.RandomState.choice()

ValueError: Cannot take a larger sample than population when 'replace=False'

# Next: consider looking at absolute neighborhood density vs relative (exploitation)
# But would need to recompute and rerun simulation
# Make overview of findings for K
# Make html
# Add some index